{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "# Supplementary Vignette 3\n",
    "\n",
    "## Example workflow for immunofluorescence images\n",
    "\n",
    "Here we demonstrate a typical workflow for preprocessing of immunofluorescence images, comsisting of the following steps:\n",
    "\n",
    "1. Loading a raw image in TIFF format\n",
    "2. Defining a preprocessing pipeline for cell segmentation and marker quantification for each cell\n",
    "3. Integrating with other commonly used tools such as `Scanpy` for working with the quantified cell-level data:\n",
    "    - dimensionality reduction\n",
    "    - clustering\n",
    "    - co-occurence analysis\n",
    "    - visualization \n",
    "\n",
    "The image used in this example is a tissue microarray (TMA) generated on the CODEX spatial proteomics imaging platform, from Schurch et al., *Coordinated Cellular Neighborhoods Orchestrate Antitumoral Immunity at the Colorectal Cancer Invasive Front* (Cell, 2020). The image used in this example is publicly avilalable for download from the Cancer Imaging Archive: https://doi.org/10.7937/tcia.2020.fqn0-0326"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "**a. Load the image**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pathml.core.slide_data import CODEXSlide\n",
    "\n",
    "# load the image\n",
    "slidedata = CODEXSlide('../../data/reg031_X01_Y01.tif', \n",
    "                       labels = {\"tissue type\" : \"CRC\"});"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The CODEX imaging protocol is cyclic, so markers are imaged in groups of 4. \n",
    "These images use the standard convention of (X, Y, Z, C, T) channel order. \n",
    "In this case, the time dimension (T) is being used to denote cycles; here we see that the image has 17 z-slices for 23 cycles of 4 markers each."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1920, 1440, 17, 4, 23)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# These tif are of the form (x,y,z,c,t) but t is being used to denote cycles\n",
    "# 17 z-slices, 4 channels per 23 cycles, 70 regions\n",
    "slidedata.slide.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "jp-MarkdownHeadingCollapsed": true,
    "tags": []
   },
   "source": [
    "**b. Define a preprocessing pipeline**\n",
    "\n",
    "Pipelines are created by composing a sequence of modular transformations; in this example we first choose a z-slice from our CODEX image, then segment the cells using the pre-trained Mesmer machine learning model, and finally quantify the expression of each protein in each cell."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "from pathml.preprocessing import (\n",
    "    Pipeline, CollapseRunsCODEX, SegmentMIF, QuantifyMIF\n",
    ")\n",
    "\n",
    "# 31 -> Na-K-ATPase\n",
    "pipeline = Pipeline([\n",
    "    CollapseRunsCODEX(z=6),\n",
    "    SegmentMIF(model='mesmer', nuclear_channel=0, cytoplasm_channel=31, image_resolution=0.377442),\n",
    "    QuantifyMIF(segmentation_mask='cell_segmentation')\n",
    "])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**c. Run preprocessing**\n",
    "\n",
    "In this example, we choose not to distribute computation as the image is relatively small. Instead, we process the image as a single tile:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "slidedata.run(pipeline, distributed=False, tile_size=slidedata.shape);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total number of tiles extracted: 1\n"
     ]
    }
   ],
   "source": [
    "print(f\"Total number of tiles extracted: {len(slidedata.tiles)}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**e. Save results to disk**\n",
    "\n",
    "The resulting preprocessed data is written to disk, leveraging the HDF5 data specification optimized for efficiently manipulating larger-than-memory data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "slidedata.write(\"./data/reg031_X01_Y01-preprocessed.h5path\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**f. AnnData Integration and Spatial Single Cell Analysis**\n",
    "\n",
    "Now let's explore the single-cell quantification of our imaging data. Our pipeline produced a single-cell matrix of shape (n_cell x n_proteins) where each cell has attached additional information including location on the slide and the size of the cell in the image. This information is stored in `slidedata.counts` as an `Anndata` object (https://anndata.readthedocs.io/en/latest/anndata.AnnData.html)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "adata = slidedata.counts.to_memory()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 2925 × 92\n",
       "    obs: 'x', 'y', 'coords', 'filled_area', 'slice', 'euler_number', 'tile'\n",
       "    obsm: 'spatial'\n",
       "    layers: 'min_intensity', 'max_intensity'"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adata"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`AnnData` is a standard data format, so this `AnnData` object gives us access to the entire Python (or Seurat) ecosystem of single cell analysis tools. We follow a single cell analysis workflow described in https://scanpy-tutorials.readthedocs.io/en/latest/pbmc3k.html and https://www.embopress.org/doi/full/10.15252/msb.20188746. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First we look at a violin plot for three randomly selected markers:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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FO5w+IZp3rG4Avuz8OR2oPWBdXeeyk4LP5+O+WbNoaGjEnX8uotaEIFcwYMafiSsci6NmF4JMTvXSNwh4nOiSsgEIuOyIwQB1K96jcuHL7Fv8X5o3L0MUBdxN+wj5fcRkDkYdm4RCG0PQ42L3B/9AplSj0Bl+CEChxl0wFU9A5K67/0Jra2uUPon+QxTFbuc4qq+vZ8qUKYwZMwa5XE5uog6NIvI1HJmu4/4pKfj9PlpaWmhtbWXJkiUYDAamTZuG0RipN37hhRcyZMiQXt0fyc8XDAbR6XRMmTLliNu+8MILhz1ZOVlEJekIgvAAEAT2Dzbo7mJnt21RQRBuFARhoyAIG/fPP9OXhUIhHn30UXaW7sSTN4mwIaVrnVytxWdrov67+QD42pto27GKkM+N01JOzbI3sXz7MVlTfkd84ZmknHEB3jYL7bu+Q2WII37Q6Sg1euxV23E37cPVuBddSi5iKIjf3kbAbe96L1FtwF0wlTZrO3/56z24XK5e/yz6E61W223nDY/HQ3t7Ow6HA7lczq+KktCqfvgaKuQCJjUoFAoyMzO56667ADjttNMOmrpC0jcVFxcfchlt/7CFo7mnc/PNNzN//vxjnpX0l6TXk44gCNcR6WBwtfjDb6cOOHBe3gygvrvni6L4P1EUTxNF8bTExMSeDfY4iaLICy+8wJo1a/BljyYUP+CQbXy2Zkx5o2jdvorYQWdgyBqKvWoHfoc18scryCif+zS1K97DtncLcrUOY95IHHW70SRmEPQ40SZm4rSUI1OoEEN+vO2NKLQGFJqYg94rrDfjGTiZysq90hieKMnLy+PCCy/sGoOjUx58T+fbCgd3f1JFXFwcOp2O0aNHRyNMyc80b968Q6q97/+e/dQ9nfPOOw+InGx8+OGHpKSkHHbbX7peTTqCIEwH7gUuEkXxwN/M58BMQRDUgiAMAPKBDb0ZW0+YM2cO8+fPx586nGDKsG63SRh+FglDxuK0lCPX6JHJFRiyh2LKHUXCkHEEnDZiB51O1rnXojIk4KjZRd3X76LQGgl5PbSVfIunrQFvqwVvWz0hjxNvWz26lByEbvr7h2Iz8Q2YwKaNG3nyyScJhw+9kS3peU6nEwC9InIgCoUj/w9K1vDUxWkAB7VGQ6FQ189r165l5cqVvRWq5Bj885//PGRM1f4u092pr69n8+bNvP/++z0dWp/RY0lHEIQPgHXAIEEQ6gRB+D3wEmAAlgmCsFUQhP8CiKJYCnwM7ASWADeLohg6zEv/IixatIjZs2cTTMgjkNl9n4imjV+h1Buxln2PPi2fkMdJ5cKXqV3xLk7LHlQmM0lF0/C21OKo2Yl5xEQQRbRJ2cjUGhAE0s+6goDTSse+ErTmTMKhECGvi9i8w8/fHkwswJ9xGsuWLeOVV17pqY9A0mn16tU89NBDADzzzDOUl5d3JR1tZ9K5bs4+2pxBkgxKhqVqUcp/SEyTJ0/mrLPO6ko8jY2NJ/Xll18Kv9//kwkFIjMCb926lebm5oNOHPazWq3U1tYSFxfXU2H2OT02TkcUxSu7Wfz6T2z/D+AfPRVPb/r22295+umnCZnS8eWeBd1cy3U319C4/nMSR55N7MAi/A4rfnsL+Zffg3XX92jN6Thqy1AbE8k89zoQwzRvXopCH0vA0Urr1hU0rvscQ9YQ8i+9C2vZenz2VtImXIYgyHA1VqFPOfRy3n6BtJEIATcfffQR8fHxh4wlkRy/lStXEhsbS05ODrfffjsAl1xyCVlZWezatQubzcaGyg4yRxg5LVNPkzNAQkzkKxmjFLqSzooVKw563cLCQqmF2ge8+eabxMXFMWbMGLKysg5aFwwGUSgUmM1mDIZIp57ufmfDhg1j2LCDr4I88MAD3HLLLUdVRPSX6OSutxAFW7du5ZFHHiWsT8Sbfy7Iuh9upEvKYvBvH6XsvUfxtjdTs/RNbHs2sfON+3DU7aLyi1ewV27D295A/ZpPaSpeQvOmrzCPmIig1GDILEQdl0LIG7k30LJ5KU0bFiJX6fDZmqj+cnZX8dBuCQL+7DEE4wfwyiuvsHjx4p74OPqtzZs3s3HjRgwGA1999RXl5eUA5Ofno1arcTgc6HQ6ijIiFQbuODuJISnarueLQS/l5eVs2rTpkDPkIUOGHHKgkvS+P/3pT5x77rk88cQTBy1fs2YNDz74IAC5ubmkpqaSlJSESqU6qte97rrrSEpKOuHx9hVSGZwTaM+ePdx7730ElDrcBVNB/tO9jdQmM4XXPY5151rSzrqCjvJNCHI5IZ+X2NxRJJ82DUGuoKl4Mab804kbdDptJWsIdDRjyhlK+oTLcFr2AFBw5d/oqNhM/Zq5pI37NTkz/tQ17uewBBm+vEkIIT9PPfUUBoOBCRMmnKiPo19LT09nxowZDBw4kIEDBx6y3m63o9eoyIn74UAUCovMKbZydn4Mu8qbaHSKfPjhhyxfvpyioiLOPffc3twFyVGIj48/5BL1+PHjGT9+fNfj/S2co22dFhQUnLgA+yAp6ZwgtbW13HXX3XjCMtyF00F55BpZrqZ97Pviv8jVWky5I/A015Aw/CzUCen42iy0l28i4GynZdtKOvZuRxSDZJx9FUGfC6U+lsbvF5I8+kJqvn6bcMAPQNJp07Ht3ULI50Ydl0xqN1NeH0Qmx5t/LrqyL3no4Yd59plnpLl4ToDk5GSSk5O7Hs+dO5fFixfz5ptvAtDR0UGMSkAQIr2aFpXaWVpmZ3qhgcQYJReckYtVn8+4ceOw2+0HHcQkvyxHSjp//etfSUhI4L777uvNsKJGurx2AjQ1NXH77Xfg8PpxDzoPUR1z5CcB+uQccs6/kfwr7iX59PMZfO1jiICjahuGrEJ0SdkknzadATP+HzKVhvSJM9Gn5CLIZHjbG3A1VlK97C3iBo3B77AiU6hw1e3BWVuGQmsgvvDMo9sBuRL3oKmE1Ebuu28WO3fu/PkfhqRbkyZNYsKECTgcDhYtWsTGjRsJe+1YXUHCIrQ4g7x4WSbnD41Fq5JhVIm0W61MmDCBhoYGtmzZEu1dkPxM+7tKh8KHdiQQRZHS0lImTpzY22FFjZR0jlNbWxu333EHbTY77oJpiFrTUT0vHPDRum0l+tTOwZyOdvZ89ATtZesxj5xMOBhADP1QnVapNyHIlbgaqzCPnIzPFhkYm1A4Blv5RrTJObSVrad501cYsofhqC1DqTMe/Y4oNLgLpuMTVNx991/Yu3fvMX8WksNLTEzkhhtuoLi4mA0bNtDU1Ijf46TFGUQuE7h+TAK17X68gcjZsEkVpsPhxGQycd111zFq1CjeeOMNXnvttSjviWQ/v9/P5ZdffsTt9rdwuhunIwgCixcv5swzj/IE8SQgJZ3jYLfbufOuu2hobMZdMJWw3nz0TxZkKHQGgh5npPrA8jkIMhkJw8ajiUvGkDkYlSkRn60VmVKLx9bE7ncfpm7Fe1i++Yig10li0VRUxgTiBo8mY/yl5F96F8jk+DuaAHDUlh3T/ogqHe7B5+EOitx+x53U1tYe+UmSo7J79242bIgMPbvkkkuIj4vDrJcxMFHdtc1Xu+y8vaENAKMiiCiKtLS0kJKSgkwmw+VyceGFF3ZbXkfS+1QqFf/5z3+OuN3+ZCOGpYKfICWdn83lcnHX3XdTXV2DO/9cwobkIz/pADKFEoXOSOUXLxN0O3A37o1Ulq7cTtn7j2Er30j9d5+x861ZWFZ/hMZkZuAV9+JprUOmUJI99Qb0KQNw1u2m9uu3qZj3HK3bVxFfOAZdUjapZ16EacCIY94vUW3ANeg8HB4ft91+Ow0NDcf8GpKIxYsX8/XXXwORs2Kfz8fkyZMZMmQI7bYOnE43gdAPB6I/jDUj7+xe/+mGWiwWC08++STwQ1mc9957T6oW3ofY7Xa+/vpr5s2bB8DHH3980BiqdevWIYpi1z+JlHR+Fq/Xyz333suePeV4Bk4mbPp5tUkrPnsOd9M+gl47Saedh1wbw4ALb0Kpj0Om0eOs3U3KmZcgAD5rI676cgSVFqUhgZDXhdpkJuhxIghyEEGbmEnQ68JRt/snB4ceiaiNxV0wHWuHg9vvuEMqEPozDRs2jMLCQgCGDx/e1TNw/0HpN6cnoVEe/BX8w1gzdTY/Xn+AtrY2zj//fADkcjmXXHIJd911l1Qap4+oqanhrbfeIhQKdXVhN5lMXTXygsEg8+fPp6ysjOrqasTuy0n2O1LSOUZ+v5/773+AHdu3482bSCgu+2e/li41F21SFoJciUyhxN1YReN3C0gYOp6WzctADOOs3QUKJcljLiTkdTFgxo0otQbCQT8733kYlTEBQaEg5/w/4bM24e9oIWHE2fgd1iMH8BPC+gTcBdNoamnljjvuxGazHdfr9UdZWVmkpx96QrJ/Lhyl6OWzbe2HrM+IVfHqbzIxm82sWrXqoHI477zzDp999hnFxcU9F7jkiJ599lna29sZP34806ZNIz8/MsPvtGnTSEhIACKt06eeeoqCggJycnK6bel8/PHH/e4+nZR0jkEwGOSRRx5h48ZifAMmEErIO67X87c34W21YKvYQsumr8iYdDU+RxtNG75An5aHr6MV8ylT8DRUgSji77BS9fl/cNTswt1YhT41F2vpWgp+Mwtr2fe0lxejiU+jbftKPK11x72/4Zgk3PlTqa2zcOddd3UVqZQcn5qayMR9mTGQGPPDWKobP6imoiVyv0ajEBg1MI0dO3Zgt/9QLfyMM87AZDIdtEzS+woLCxk+fDjTp/94nsrD2590WlpauPPOOwH41a9+xTXXXNMjMfZVUtI5SuFwmCeeeKKzYvQYgkmDjuv1gl4X+vR8NPEp6FJzUZoSaSpehFJnxDBgGM7a3eiSc9DEJqLQxSAGfKSddSlKYwI+ewshvxeZUo2gUFGz9C2Crg7Mw8/CY23EZakg6DoxB6WwMRVP/jnsrazknnvvxePxnJDX7W/q6+vx+yNjqaqrqzGoBdKMMibk/dC9/qLhsdTZItvsbvJiVnpJNCccVA6lpKSEFStWMGrUqN7dAclBZsyYgaybgro/5vP5uiZO3D+1gdls5tZbbwVAqVR2TUneX0hJ5yiIosjzzz/PsmXL8GecetiK0cfCb29FG5+GQmekfed3JAwZR87036NNzKR1xxoctbtJn3AZ7bu+R6Ez4myooGLe88QXnokmLpW20jXYyjeSNv7XyJRqAs52Us+8GI0pAXPRVJo2LsHRWa3geIViM/HmnU1paSkPPPC3roOn5Oi99dZblJVFehOuWrWS5roqADbWuFhcGpkF9IJhJiblR+p0fb/PRdhnZ8eOHTz00ENdl2Auu+wy3G43FRUVUdgLyX41NTVdnTx+is1mO2T4gSAI5Obmdrt9ZWUlv4R5wo6HlHSOwmuvvdY1RUEg7cScYWoT0mndvpLEUecQm38a9Ws/Zdt/bsHVWIk2MYOEoeMI+VzEZAzG22bB39FG0O1AplTjbqoi9+JbGfGn5zpnEhXpqNqGZfVcREGOo3IL6rhkZPITV3AiFD8A34AJbNxYzN///vduK+ZKDu/+++9nxIgRhMNhrG1WzJ1l1kobPPx3zaEHmetGJ7BtbxNNzS0oFAreeOONrvtq06ZNO+xBS9I7UlJSuOiii464XXJycteMod1N4jZz5syDHhcXF5/0JxRS0jmCjz/+mHfffZdA4qDIFAVHMfvfUREEZEoNFZ/8C39HM3KdCcJhvK0W0sf/GldDBfu+eBVPay3mYROJHzoWTWwSllUfYhp4Cip9LO3lm/B1tOKsK2PQbx9FHZuMo3ILwUCAoMeBxpxxYmLtFEwswJc1mtWrV/Pss89KXUCP0QcffEBlZSVOl4tBSZF7OdeekcANZ5rZ13bw2JtQWOSBaemYTCZiY2M5/fTT2bVrFwDTp0+nr09geLJTKpVHPWX4/mQjEw4+3NpsNp588klaWlr44x//CMBvfvObk36gqJR0fsLSpUt56aWXCMbl4B8w7sQlHECQycn71R3k/eoOBIUKXUIqsYPHEJNZSM2yd5DJFMQPHY+gUOKoL8dvt2IYMJyc8/5A+sSZlL5+L/sWvYpcqUKblEXV/BeIScsjfugEEEOEPE5cdSfm8mYEmZIAACAASURBVNqBgqnD8aeNYtGiRf2u183xslqtVFZWRgqrDtCwstxBsyNIikFBiyNSfWLFHgdOX4iyJi9flzajUauYM2cOa9asoaOjI8p7IIFIBfFbbrnlqLfvauH86PBx1VVXkZWVRWJiIo899tgJjLBvk5LOYWzYsIF/PvEEIWMavoFng3DiPypbxSaqFr1CwpCx5F54MwPO+wMyuRxBJkOUK3A2VNCwbgE+WxOelmqctWXEpBdg37cD48BTMeaOJHHUOehT8zDmjiAcDqGOTwZE4grPRGVMOOExAwQyTiWQNJh3332XTz/9tEfe42Szfft2nn76aSorK1GrVOSZ4N/fNAMwIEHN13siPQPf+r6VunY/Q1O1XHVaHA5rE6eeeioXXXQRK1eulCZv6wOKioqOqhLBa6+9hs/n6+pwIP/RNCf33ntv17qTeXrqH5OSTjd2797NAw/8jZAm9ifnxDlealMSMrkSmSLSe2XnWw/QuH4R/o5W5Go9AXsbKaefjzYxE4+1iYSh46n49Fkc+0pxW3YTO7CI5o1L0KfmEfS6aFz/BaYBIwn7PLSVrEE4gfd0DiII+HPGEozL5oUXX2TVqlU98z4nkdTUVB544AEsFgtJelhWZiNOpyDZqCTZqGTW1MhB55lLMhiUHKlQnmpUMnloMi3NTdxwww1kZWWxbdu2aO6G5CiFw2Gef/554IeWzo/v6Xz55Ze9Hldf0JPTVb8hCEKzIAglByyLFwRhmSAI5Z3/xx2wbpYgCBWCIOwWBGFaT8V1JA0NDfz1nnvwCUo8BdNAcXQTL/0croa9GLKGYK8upXnrcoIeJyCiTsjAPGQsgkKJ07IbV91uAh0tNG9eiiYhg6xzr0WfMYj6b+eiik+hbeda2krW4rM24LW3ED94NAIialMPXvcXZPgGnk04Jom/P/YYO3bs6Ln3OgkkJiZy4403UlG+hyy9n7E5evzBMH/8oJp2d+TS2vMrm/i8pOOgg9TQJBnlFXvRarVYLBamTYvaV0NyDGQyGSUlJVx++eUIgkB7e/sh1duPpvfbyagnWzpvAT8eOXUfsFwUxXxgeedjBEEYAswEhnY+52VBEHqmefETnE4nf/3rPXQ43bjzpyKqdD32Xq76vTRvWoqnpQZVTCwhj4uYzEEodCaCLiuNm5YiiqAyJKAxZyDIFAgyBfrUPCo/fwl1fBoKQxwBuxWvtQm5WoPKaKZ+1UcEA0H0WYMRuymlfkLJFHjypxBU6Lj3vlldI+0lkcuz27dvP2iZ2+3GUt9AdkyIzHg1z1+ayStXZPHPpY3cMrcGS0eAC4YeXKW8tqGN5uZmampquOCCC3pzFyQ/4Wh7b77xxhvIZDKMRuMRJ2f75JNPTkRofV6PJR1RFFcDP67FcjHwdufPbwOXHLD8Q1EUfaIoVgEVwBk9FVt3gsEgDz/8MDW1tbjzzkHUxR35ScdBlMtQ6EyEw0G8tiZMeSPJnHwNiUXnIFdq0CVlE+howtNah2nACJQmcyQ5eZ3o0gfSUbEJQkECTiti0E/6hMuJyRyEGAriaarE3VCJq6GyR/cBAKUGd8FUXF4/f73nHqlqwQF+fDmloqKCmpoaNKKbVmeQjzZbqWrz8eD0FAYlaXj64nRSTQfP9lpolpGdnc0tt9xCWlpab4Yv+QkzZszA6XQecTuzOVJ5Xi6Xo9VqD7udKIr9pqp7b9/TSRZFsQGg8//9E4GnAwd+4nWdy3rNK6+8QnFxMb6ccYRNPf/l1idlI1OqCDhs2Co2U7P0LTytdTiqSkgZ/2tiB56CXGdErtbTvOVrUsZchCYxk8b1X+BrayBz8m9Rx6WQOnEmsbkj8bTUgkxJyO/B19EamW9HPLrpcY+XqDHhHngOdRYLjzzyiDSGh0i5muHDhzN79mza2iLTFZSVlZGYmEhRqoxZCy3IBYGPNrdz2yd1nF1gOCRJbah2MTRZSYpJxfTp04mLi+Obb77h3//+N+Xl5dHYLUmnJUuWEBNzdJM17vdTQwwEQegqjXOy6ysdCbrri9ztb0gQhBsFQdgoCMLGEzVy96uvvmLu3LkEUoYed3mboyUIMuKHTkAM+lAbzQz+7cNYVn+Ez95C9ZezaVz/OerYJJDL0KcMoGbJbEJ+HwmjJqM1p2PbvR57dSn1K99DY04nYdh4rKXfoknIQK7SYB45CZXxGOb3OU5hYyq+7LEUFxcze/bsXnvfvi4nJwetVkt5eTnPPfccBlWYujY3901J4U/jE/nLOck8fF4qq/Y42FH/Q4khfzBMiyNIldXH3j1l7NpZSnFxMeXl5YwYMYI5c+ZEca8kP0d3g0P7o95OOk2CIKQCdP7f3Lm8Dsg8YLsMoL67FxBF8X+iKJ4miuJpJ2KAXGVlJU8/8wxhYyr+zN4tGe+zWpDr4yEcQhRFVEYz4WCAcMCHLiUPQZDh3FdKXOGZgIi3rZaQ30vLluWY8k4hbdyvUepjafhuHn67FV1SFiASkzmYoKsD8TBzsveUYNJgAkmDef/991m7dm2vvndf09HRwZo1a6irq2POnDm8+eabBAMBBsQECYZFQmGRsiYvT33dhF4lY0S6lvwDJnRbVe7g8xIbQ1O0XD8+HUt9Aw888AADBgxg4sSJPProo1HcO8l+DQ0NB1UB786ePXtoa2uTBlN36u2k8zlwXefP1wELDlg+UxAEtSAIA4B8YENPB+P1ennwoYcIosCbdzYcRQG/E0mfmgdBHz57KzVL38RRU0bI50YQ5CiUapSxZsyjzqZ+9VxyL7wF89AJCGIYY+4IQgE/7bs3oEsZQNDnoX7Np6hNSQiCDFvZ99j2bkWhO7bm/4ngzx6DqDfz+OP/oKmpqdffv69wOBw899xzXH/99Zxzzjm4XC58fj85xhBnZOspSNJQ0uBheJqGdncId0BEo5TxXnEbF/1vL8FwpP7auioXIxMjB6vbb79dmmKij5k/fz7btm1j27ZtBIPBbrdpbW3F6/VKSadTT3aZ/gBYBwwSBKFOEITfA08CUwRBKAemdD5GFMVS4GNgJ7AEuFkUxR6/MfDqq69SW1ODO3dij/ZUOxxT7kgEpZr0s64AhQrziAko1DrEkJ/mrcvp2LUB2+5idMlZBD0OdGkD6di7lfjBZ+KsKUWhjcG+r4QB5/8/TLmjsFeX4HO0IdPEEJOaRzgQhcKcMgWegWfj9vp48smn+u0XLSMjg9/97ndA5BJbUVERtbW1jM8UItNQO4NcPDyWC4fFYveG8AYif+4LS+y8flUW5w81sfXeQqYWGhlgDKFVCNTX1zNp0iTWrFkTxT2THOjPf/4zY8eOZcGCBVitB/ebcrlc/OEPf2D48OEkJib22+/Cj/Vk77UrRVFMFUVRKYpihiiKr4ui2CaK4jmiKOZ3/m89YPt/iKKYJ4riIFEUe3zU1LZt2/j0008JJA/52TN/Hg8xFKT+u3nok3OwVW4j6LDiaa0ntuB0lMYkEMOoEzPxOaykjLkQV30F9qodhAM+PG11iGKYmIwCEkedQ+2Kd+mo3IwmMROVIR5VTCwKvRG/PTozfooaE97MM9i0aSNffPFFVGKItnA43NXFWS6XU15ezoTThpFrAktHgP+sbkEpF1DKBara/DTYI2fJL1+RSWKMkmZHgHZ3JBEpZFAY6+P7dd+xYcMGLr300qjtl6R7Dz30EElJSV2PS0tLmTVrFnfffTd6vR6V6qfH+1VWVrJ48WKqqqpYtmwZXq+3p0OOmr7SkaBXhUIhnnvuedAY8GeeHpUYBLkCTVxqpItzWwMBtx2/rZm20rUE7C2EAz7yLroVbVIOlZ+/TPOWr+mo2o46PpX67xbQunUlPlszjd9/jt/RBoKss1WUjUJnxJQ7Eu0JLvh5LIJJgwkbU3nlv6/2ywnHXnjhBR555JHI/Es+HxvWf8/wODeCACUNXvLMPxyEriiK48/jI/cn4/UKKlp8/GtFE7d+UovTF0k81TXVNDW3sHHjRqn00C/A0KFDefHFF7umK4eDe69NnTr1oO1bWlooKSnBYrFQUVFxUiedHqqT0rctWbKEysq9eAdOBrnyyE/oAQGPk5btKwEIeZzEn34eLZu/xpR3Ck7LbkIeF7byYjz1e0CpRaHU4KjchqBQojSZkRni6SjfjHnkOQRd7ejTC2hcv5COvVtRaGIIONpxWsox5hz/3D8/iyDgzR6DrGQ+77zzzjEVSDwZ3HnnnezZsweFQsHll19O2e49yE1uPgtp8AVFLj8lMg5s/nYbX5R08NpVP0x7btTIuGGMGaNGToxazpY6N2ekK3jh+z3s2bOHdevWsXjx4mjtmoRIS3br1q0UFRUd03Pq6+tJS0s7ZCDo6NGjGT060pFp/PjxJzTWvqbftXSCwSBvv/MOYkwiofgBUYtDkCsIeZ3ItXpEUcTb3oQgV+BtrUWh1iHX6LGsnguASmdAaYhDpjOhMCYS8rpQ6IygUNJevgFPexOt21dizB7KoCsfJDa/iFAwgFzb+x0JDiTqEggkDGTe/Pn98gZ4fn4+Xq8Xo9FAfkYSd0yII0Yl47JRcWiUka9eOBzGrD+4+MZHm9ux+0JdA0Xb3SHOyNIwdUQKI0cMR6fr/fuPkoM5HA7mzZt3xO0O7Exjt9t5+eWXATAajT0WW1/X75LO2rVraWxowJc68oROVXCsFCoNMemDSBgyHsIhPM3VyFRqAh4nqtgkQl4X6rhkEOTkXnwruuQBKNRaAh1NEA7jtOzGkFEA4RABRxtpE2fiaa2j4tNnqF/7GY3fzcfTHP0RzoG0kQT8fhYsWHDkjU8yzz77LJdccgmbNm7C0VKN1R0k1aRCKRe4/ZNayhq9WDqC3DgukVvm1vDW+lZEUeTWiUmcnqXvep3JBQbyEzVcPEiO1+fvd63GvshkMnU7HcGBtfEaGxt5+OGHu8bnxMfH8/jjjwOwc+fOo6pUfTLqd0ln8eLFCGo9obisaIdC8mnTCXndaJNzCAcC+NubCbntmAaeRlzhGBRqLUpDLA3fzSdl9AXI5ApyZtxEyOtGHZ+Ku9WCGAphSB+EOiaWpKIpxBeORabQoE/PR2vu/Q4SPyZqYwkZ0/hi0eJ+13vntttuIzU1FavVythMJSqFwPC0SCmUUzK1GDQy/jw+EaVcoLY9wJY6Nx2eQztt/t+KJlbssVNT34IWH++8/TZ33313b++O5Ch8/PHHXT+npKTw3//+t9sq09nZ2V0zivY3/SrpuN1u1m/YgC8+t0fmxzlWHZVb8dlbUehNkblvBBkyhQpXTSnetnrMp0wlrnAsHftK2fnGvfjtrTSt/xwE8LU14Gu1INfoyT7vDzRuWIRcF0tMegFytQaXpRx1Qt+o1RU0D6SpsYE9e078pHJ9Xb3FQlGOiUuHx7Cv1Ud5i5f3iq3oVHLSY1VUtvmYu6WdOdfmkB2n5t7PLVhdB4/3uG50As+tbCbZoODsdD/lFRVcffXVUdojyU8xmUyHLNs/Z05NTU3XMr1ef8QCoCer6B95e9GWLVsIh0KETJlH3rgXJBVNxV6xCXv5JjzNNQgyAWPeKNzNtcjVOlyWPThrdqE1p5Ew8mzMIyahSc5BrjGgMWdCOEzq2EuQKZS079nEvi9exrJmLkG3E7neiEKlifYuAhAyRXrRFRcXRzmS3rN06VIWLFhASmoqd4yLoaTRi9UTwqiRU2X1cXZ+DNstHgqSNKSalHxR2kGzM0iCTsGGmsgI9zV7nXgDYazuINePSWDFHgcX5oVQK2QsW7YsynsoOVr7WzgNDQ1RjqRv6FdJp7S0FGQywobkaIcCQNPGLwmLIjK1lpiMAuQqDQG3nZjMQXhtjVh3riPk9yCGgwRdDhw1O1HHxCFXKtGnDkCu1dNWupaSN+5DZUogHPSTMfFK4oeNi1Sk9veNbpeiSge62Mjn30/s3buX11+bTcnWTWzY08SMoSb+NC6RZIOSmUXxCMCaSifr97lYVe5gSIqGiQNjaPeE2F+96IVVzXy+w8biUjuDkzU0OQKoZCEqSrew9KsltLZGZxyWpHvffPMNHo/nkOX7k87+3mk/tnDhQt57770eja0v6VdJZ+/evaCN67GZQI9VwtCzSBv7q84uzlaQyXHV7aF1+zeI/gDKGCNhv5ew3xv5wxVkOGp2knnu78iYOJOEoePxtdUTdDsQRJHUcb+i7N2HsO5aR8jj7Pn5dI5BUBvPnn5UGbmwsJCm5hbkYgCD5uC/t4GJauQyAY8/zFaLmwempVJc7eapZU2MydHT4Q3R6gxyyYhYmhxBVAqBISlaXrg0g//3US2XjzSwq6ys38y/8ktRWlra7XQH+0vgHK7g56RJkzj//PN7Orw+o1+N06mz1BNURbcb8YHcTVU0rP2MhOFn0VGxGRCIySggvvBM5Cod4aCfpuJF+BztGLKH0L53MwqlGndTFTXL3iQUiMy/HpOej8uyB1d9BbGDx+BtqsY0cBTe1jpiMnqnavaRhNVGWhuqCIVCyOV9I+n3FFEUuX/WLLITNNxflElRRqTzgD8YRqWQUVLv4T/ftmDzhKiz+fnNKXFMLjCwvtpJdbuPC4fFcs27+/j097kAWDr87G31IQD/vCAVmydEs6hh/rx5/Pa3vz3mEvuSE6ehoYH169dzySWXcNNNN3W7zcKFC7Hb7YftSGMwGHoyxD6nX7V0rFYrorLvjHGQqbQYBxbRsXcrmsRMlIY4QsEAtvJNNKybT/XS1wnYrcTmjaRh/UIIhQi67TSsm49MqSHs9wIyHNUlmEeeTUfFFgSZDIXegFwb02cSDkQusYmi2C/G62zevBmny8UFOT521Ht4dW0rH2228tt39tHsCHDD+9X84cwE/jYthW/vGMQ9CyyUNHjIjlczPEXDnOI27p+azNwtVryBMFtq3Ty6uJ6vdtnxBEQKU7T8fpQCt8fD/Pnzo727/dqRJmcDSEhIIBgMHnFqg9dff51vv/32RIbXJ/WrpOP3+xDlfadx17TxS3QJ6WiTsrHvKyHkdpBQOBZHXRlxQ8YSVzgOTWIGYjBITGoeco0ehTEJQkFEMYQuOQdVbCKDrnwIR/VOtIkZ+OytyLUxhP0+bOWbor2LP5BFPnefzxflQHreO++8TU5KLGNTIi2UOpufihYfH9+Qy+NfNbLqtgJidQo2VLt4fEkD/7gwnWZHkOW77ayvdrO1zsOC7R0MSdHyRUkHLn8YmzfMK2sj80ftqPegwcuIhCAff/ThSV0ypa9LSkpi2rRpbNy4kYceeqjbbaZMmUJCQsIRhwysXbsWvV7/k9ucDPpV0ulr40RCXieetkYcNTuRyRX4Xe24GytJHHE2vrZ63I170SRm4rM1kXzGDFLHXIQuPgV1Qhq6xExCHhf+jlYs33yAXGdCk5iBp7EKT0sdHft2YMwdGe1dPERf+x2caDt27GDLlq2cn+nGoJZx41gzDm+I0kYPHZ4QL16WiUYh8M6GNq47I4Ft9R5e/KaZl1Y389Hvcpkx1ESuWc1D56Vyerae3c1ezh9iZHiqhrsnJ2OOUdBoD2D3hrgox4Otw87ChQujvdv9XlFR0WHHTnU3Tqc7jzzyCA6Hg+rq6hMeX1/Sr5KOXq9HCEah3H83xFAQY9ZQkkZNRGWIJ3bgqSi1RmRqHcacYYhiiJi0fHSJWSj0sdSv+ZS61R8T8DiQawzEZA5GkMtQxyXhat6H2phA++5NyNR6gh4nYtBPyHPkOdx7TefnfrJfv37jjdcxqqGjtZFvKxzkmtVcP8ZMRbOP19a18uePapDJBGzuECs6e609cl4q/7symwUlHYzO0fP4jDSeXd5ImytAtdWPSiHjt6fH4/aF2NXoJcmgoCBJw+C4IIVxQd6b867U2okymUzW7RidAx3phEsmk1FaWsq//vWvExlan9Ovkk5CfAKC/6dn+estAZcd6+71VH/9LgFnO4lFU9AkZuKoLiUcCmEr34SruQZHzU7cjXuRqTSoTWb8Ha0o9bFYVn2Ar70RMRRCa85CJpeTXHQOCrUGrTkDMRTCZ2s+ciC9ROZ3oVAoTuqb3lu2bGHTps1ckOXGGwjTaA9wy9xakgwKrjotgbsnJ3NGtp4vSm08fkEa5xQYuGlCIp5AmPc3Wimp96CQCbyyppXkGAV6lYy/z0jjzfWtXP5GFWsqXby1vhXZAWfMl+Z6sLbb+Oyzz6K455KfcrQtnYyMDG666SZefPHF3ggravpV0snPH4jSaz3yhr1AoTei0MagSUgn5HGw56MncFRuI+C00r57PWLQT8DWRMjvRZ2QhkITgyBXoE3OwTxsHHmX/hV1Yhbe1lriB51B7KAz8NnbQBSQKVUkn34e+rS8aO9mF5m7jQG5eV2js0824XCYl/79IglaODfDR6pJyUdbbIzP05MRq2JyQaSFZ9TI+KLETjAsIoqwsMTG2+vbuPaMeCrbfNR1BHjk/FRKm3x8uNmGUSMn1aDitSszeeHSTJ65JKOrlA7A4LggI80B3nnn7X7RSeOX7GS/tHy0Ts4jwGEMGzYM0edGcLdHOxRkcgXpZ12BLjGdrOl/QG0yozDEk3PejRiyhqAxZ2DMHUnA0YqnqZrWbSsQg0F8tkbUsclUf/UaQWcHCDK8tibaSlYjU6oIOK3EFZ5J3Yr3sHzbR8ZxhAIoXM0MGzok2pH0mMWLF1NesZff5DlRyaEgUc0tZ5nZVONi9netjEiPJIpV5Q7CoshVb+/jg03tLOvskVaUqefzG/PIilNx2ye13HNOMlcWxfFVWQf+UJgxAwyYYxTcv7CedZVO7N4fxmBdNdCN1+Nh9uzZ0dp9STfq6uoOenykls6jjz7KunXrejKkPiEqSUcQhDsFQSgVBKFEEIQPBEHQCIIQLwjCMkEQyjv/jzvR7zt+/HgEQUBhrTzRL33MXA17cdaW0bhhMdad3xNwOxAEqPvmQ+qWv4PP1kz7zu9QGhNRaA0oDfEIShWEQ+yd/zya+DQQQ5gGnkpHxWasO7/HVr4FgJYtX6M0JpAx8TdR3ssIua0GMRRk0qRJ0Q6lR1itVl55+T8MigsxJjkAQK5ZzdBUHRZbkGprpMfe35c0cPNZidw0PpELhhlZvdfBrKkprN7rAOCqt/dhafcza0oKN8+t5dElDbz1vZVxuQaW7IqM83jxskxqbAGaHT/UZ0uPCTM108vChQvZvn17738A/dSjjz5KZeXhjyWjR4+moaGhK9kcqaVz9913H7ZqwcnkiElHEIRkQRBeFwThy87HQwRB+P3PfUNBENKB24DTRFEcBsiBmcB9wHJRFPOB5Z2PT6iEhATOOGM06uZdEAqc6Jc/JvrUPEIBH6bckfjtLYT9XkQR/LYWNOZMZCotMk0MAiIFv7kPQ+YQ/O1NnRWp/chVGgS5ksxJVxI3eAxacwYqvQm5RofP2oBco6OpeElU9xEAUUTdWEJySiojRoyIdjQnnCiK/N///QuP28XvBzuRdZ7MOn0hHv+qAYNGxtWnxwNw56QkPtrUztY6NzNPiUMlF7B0BHn/usi8ThcNN1Fl9TFvezvnFxqZMsjAyAwt2fEqNtW4+NvCesJhkV+PjKXdc3BR0MtyPZi18NSTT0idCnrJNddcQ1bW4avVWywWUlNTD2nhBAIBQqFDq4XExMQQCoUIBKJ7bOppR9PSeQv4CthfsngPcMdxvq8C0AqCoAB0QD1wMfB25/q3gUuO8z269bvfXYcY8KJs2NETL39MYtIK6CjfRMDtRAz4kCs6pzAWIOxzR8riNFZR+flLyOQyUs68CHdjFQgyjDnDCLhs7Hz3IWIyCsiadgOhYABdaj5JRVMQQyFEWfTmC9pPbt2H4Gzh+t9dd1JWIli8eDGrV3/LZblu0vThruUxajln5xt4dWY2w1J1fLmzg1ZnAG8gzLp9Lt5a38a6Khdn5uiJUUc+lx31Hooydfz+TDMXj4jln0ubKK52MfPNSu44O4lKq5+v9zh4e30bS3YePAW4RgF/LHRQV2fhpZde6tXPoL/Kzc1FoTjyuL8DOxJcfvnl/O9//ztsx48PP/yQOXPmnNA4+5qjGSlpFkXxY0EQZgGIohgUBOFnF/USxf/P3nmHSVFlffit6hynZ3pyZoYh55xBgoqwiBnEsCbMaVVUMK+fGeO6YsJ117xGDCCskkQySJoBhsl5uid1jlXfHw2DCCoqMz0C7/P0091V1XXP7ZmuU/fcc39HrhIE4SmgHPACS2VZXioIQpIsyzX7j6kRBCHxSJ8XBGE2MBv4xbuMn6Nnz56MHz+eb1esIBybhWSw/t6u/GG89aVknXE1ZYtfQRmbhKjWEt/3FJyVu9HGpSJLIeL6nIJ989fIskzD9hWIaj1hr4PqNZ+AKCBLYcqWvE7qmPMIttTjDgUwZXTBaysneXib+O2jJ+hFV/49OZ07H1YT/nigpKSE5559hh6xIc7IOnTRa0GtjzXFLjaVufkiv4WHzkjl/S1NbKrwkGZRc3oPM2M6m4gzHPwJbiz34AlI3P9VDRadgqHZenRKcAYkZv6rFJcvxPBsPaIAXRI1h9nTMy7E5CwfixYtYuDAgZxyyilt/h2ciLS0tLBv3z4GDhx41J/x+XyUlZWxYMECkpOTf/a4iy+++FiY2KE5mpGOWxAEKyADCIIwDGj5vQ3un6s5E+hEZPRkEAThoqP9vCzLr8iyPEiW5UEJCQm/y4Zbb72VGLMZXfGK1vUj7U044MW2cxVli19GCocINtUR8jpwVxcihwIY0vOwdBlM9Yp30FpTiO0yCFGtx5Lbl6TBZxD2OiAYRKnSEPa5sW1ZRtdZ9yAF/QQcDegSMtAYLVHpGwCyhLZ4JWI4wD3z5h3VHeGfCbfbzT1z70ZDgGt7HQyrHeCdzY1kWVRUNge4c0IS03pbmNjNjFmroKDWi0Et0jkh4jjsrhDVzQHO7x/LtR9UMDRLz5ZKD43uELMGx/PpdgcCMvefkcqV75az8Hs7myuOkG1wwgAAIABJREFUnPp/fq6XPEuYxx59hNLS0jb+Fk5M7HY727ZtO+rjD4x0RFH8RYdzonA0TudvwCIgVxCENcC/gRv/QJsTgRJZlm2yLAeBj4ERQJ0gCCkA+5/bbJFJTEwMDz34IKLfgXbfN7RqybcjCrUOnTUtsijUGIug1iIFA3jrywg01xPyuDCm5pLQZxxhn4fSJQuR5RDWXqPRxiaRMuJcQMDf0oDamoq/qY6w34+o1uGzVWLO7IE+Kavd+wWALKMuW4eiuZJbb72V3NyOk7p9LAiHwzz00INUVVdzYy8nsZrDJ4j7p+vYWOnloSlphGX4do+Dx5bVodcoOKOnhQSjirsWVbOlws0dn1by+roGREHm7N5mNMqIArVSIfDOpibmnZbM//0llXBYZlI3M2f1i+XGMUcuz6EU4YZeTlSyn3l334XT6Wzrr+OEIzc3l8svv/yw7eFwmH379h22XRRFtFot6enp7WFeh+dXnY4sy1uAsUQcw9VAT1mW/0iKTDkwTBAEvRC5BZgAFBBxbJfuP+ZS4LM/0Mav0r9/f26/7TYULVVoipaD3P6OJ7brEEJ+DyGPA5XeDIBCZ0ahM+Eo2UHA0YApuw8qUxxS0I+vvpyCN++ldv3n1K77DNQaRKWSxL7j0FgSMWV2J3PiJbhri0EU8TVGp2iUqmoLqrp8zj//fKZNmxYVG9qSV155hbVr13FxFw/dYkNHPKagxkdevIbyJj8r9zn5+9c1/OuiLPbW+Ti9u5lAWEalgNnvliEjc14/C96ghFKp4OPtDi4abGVkJyPpFhWr9zn5z4YmjFqRLRVu9tb7+Lbw552JVStzc28H1TXV3HffvYRCR7bxJMeWuro6Fi5c+LP7j5Qy/Y9//IPq6uq2NKvDcTTZa5cAFwIDgQHAzP3bfheyLK8HPgS2ADv22/AK8BgwSRCEQmDS/vdtytSpU7n22mtRNpag2bei3Uc8rqp9KDQ6el89H40lEUFUEPa6CPvc5J51M43567BvX0725KvQxiajTchAG5eMJjYZXUIGlpy+GDN7oLNmoFBrcZRso3TJqwgKFQqVpv1LcssyqsrNqKu2csYZZ/ys1PufmUWLFvHuu+8yMd3HpIyfFy8dmKnH6ZfYVesjTq9EFAQ+39FCtyQtBo3Ijf+tIL/Wx4gcI2qlgi93OdhR7aNXipanpqfy4mob9a4Qa0vdbK30cd3oeJo8Es0eiatGxHNqN/Mv2tnVEubybm42b97C/PnzTy5MbAfKysoYPnz4Ydt/KWV68ODBWCxRDINHgaMJtA/+0WstkZHJFiJhtt+FLMv3A/f/ZLN//7nblZkzZyLLMgsWLECQgvg6jweFql3azp1+I/ZtK9j91oOEvG4UGh2q2CSCDhtFnzyD0mBBEdJQ+N8niOs9Co0xFmd5Ab7mOuRwEKVah9NWjtIUS8KASRjTuyMKAjE5/WgqWIe199h26QcAsoS6bB2qunwmT57MnDlzjjv1gbVr1/L0/Pn0iw9ycZfDK0T+mM93tfDNbifpsUpcfplROUaUChiZY6BbopaxeSZGdjJQ1hhg6W4HRQ1+bhybyDd7nbj8YXQqAZNG5N7Tk0mNiWQ1vr+liRityHmvF3PrKYlM7/vLS9nGpgao94h89uWXJCcnc+mll/7i8Sf5Y2RmZhIXF3fY9l9aFHoirMv5Kb/qdGRZPmT+RhCEGOA/bWZRFLjwwgsxGo3Mnz8f/e7FeLpMhDauuxNw2Nn38bMYM7qSMvo8XKW7iOs5krDPRe2GLwl5XSALhLweVDo9wZYGPLWluKsKCflciEo1flcTOmsaUsBLbJfBNOavJWXEdKRQCG18KkptO8mkSyE0RStRNpYwY8YMrrnmmuPO4ezcuZP77r2HLFOYG3q5UPxK9/5vSirlDaXcNC4ej1/GYlBS3RLkh0ov/9lk58tdDkDm3L6x7Kzx4g/L9ErREW9QsrPGi9Mn8eJqO5XNQe45PQUAX0hi2R4nZq2C97Y0c2Yfy6+ucj8310eDT+T111/HarUyderUY/SNnOSnpKWlHXH7yVHmofyeK4MHyDvWhkSbadOm8fDDD6MONGPI/xzB07YabSG/F6U+BqXWgK++DG9jFY6irdRtXEzY7yZ52F8IOOoJ+5wYM3viqS1G1OjRJWRgSOmMHAoSdDUS8nux//ANlSvfp3LV+7hrSmgp2oqnqhDbD9+2aR8AhIAHfcFXKJtKuf7667nuuuuOO4dTUlLCnXPuwKIKcHs/B9qjiA80eSJlDMoag5zS1UyxPcDMgXH8fWoKu2v9zJ2UxLoSDzE6BcOyjUzoYuKWjyrYVuVlaYGDqb1iuHpUPCoFnPFSIectLGJHtY/bxyey/vZuIPy6rAqAIMCVPTz0sYZ46sknT4giYdHkggsuwGaz4fF4ePTRRw/ZdzR/rxOBo5nT+VwQhEX7H18Ae2jjSf5oMXr0aF78xz+I1akwFHyBoqm8zdpS6oz4m6pJHXk2/sZaQh4X7tpiOk25FlN6D7y2KgxJ2ajN8eji0zCkdUFERqFSk9BnLIgimthkQu5mAq4WEvqNJ77vKQTdjeSedQvWPmOI6354fPlYIrob0OcvQhNs4f8efpgLLugYsjvHkurqav526y0oQm7u7OcgRn10d60X/aeUeV9U8cxyG0pRYEpPM5e9VcrZrxbxfbGbIdlG/nFeBuvL3Ny5qJLle52cPyCWe76oZni2gWSzihpHkH12PzZniGtHJfDwlBR21/t5Y52dQRm/XK3yxyhFuKmPkxxziAfuv4/NmztQcb/jjDfeeIOdO3ficrkYNmwYcHCkc3LEE+FobkmfAubvfzwKjJFl+ZhL1HQUunXrxiuvvExOdibavctQVW+DtvhnkSTSxs6ged9WlHoTUtCH0mih7OvXMWZ2QxAEYroMJuR1oE/MomnPBlzVRUihIF57JWpzPNq4VLrNuh9vfSm+xload60hHAxSuvg13DUlKHVtV0ZA0VCMvuBzrCYtL/7jH4wePbrN2ooWdrudv91yM35XM3f2ayFRd/SJJtePTmBsZxN/n5rCZW+X8tDias7pG0NIFhjXxUix3U+DO8TqIheN7hD1rhDrS9y4/GHijErWFLs5s1cMjW6JzDgN/1xtx+WXuGlsAjuq3Ezr/cu1W36KVgG393OSrAty9113sWvXrt/6dZzkJxxwKj9Gr9dTV1dHIBA4bHHuyZFOhKNJmV75o8caWZYrf+0zf3aSkpJ46Z//5JRTxqGu2IimaAWEj23aqRQOUbHsTXxNtTTv20J8r9EE3Q6CnhYEQURttmLfvhydNR3b1mWEgz6yz7gKrTUNf4sNlTEW25ZlNBdvQ2WIoaV4O1LQj8powZCaS+PONgqjyDKqik1o931L925dee3VV+natWvbtBVFmpub+dstN9Nor+eOvi1kGH9bZuOEriZEARbtaGFLhYeVRW4+2+ng3tOS+XxHCw9/XYPDHyYvQcPgTAOPTUtlVZGLd//aiUEZekblGHjif7UM76Tn3H4xpJiVzPxXCecvLGZLpZfw70i0NKrkyGhN6eOO22874pqSkxw969ata31dW1vL22+/DcCMGTMOWZNzcqRzKD/rdARBcAqC4DjCwykIguPnPne8oNVqeeCBB7jqqqtQNhajL/gCwX/sKnFqY5MwZXanpfgHwoEA5k59UOmM+JtslC1+ldguA8k4ZRYBZwMhj5OEAZMQFSpkAUJeF+ZOvdDGpeCzVRAOBmjasw5TRjeQZHyNNagtR1QR+mOEAmgLl6Gu/oEpU6bw/HPPYbVGT0aorXC5XNx++21UVVXytz4OcmN+u+rTFztbkGR4bFoagzL15FrV/FDpYXOFh/FdTDh8YXKsGhZtbyElRsmFb5Zi0kR+jnvq/SwvdCIjsLbEQ1VLiHGdjfxwZ3cuHmLFE4RzX/99SukWjczd/RyoJQ9/u/UWysvbLoR8IqHVan9WbUDavxTjxyOdgoICbr311naxraPxs05HlmWTLMvmIzxMsiz/8iKB4wRBELj44ot5/LHH0EseDPmfITpqj9n5c868ka4X3E3y8KnUrP0UbVxapAS1NY2Wkh0ICgVKowV9ci5N+d/TtHs9giyTM+0GGneuJuRz01y0hUCLDWN6V+L7nIJKb8JTW0zeubcfMzsBBG8LhoJFqBxV3HLLLcyZMwe1Wn1M2+gI+P1+7r7rTooKC7mpt4Mecb9vhFvRFKDeGWLBdzbya7z0SNLg9IVZXeRiSYGDW8YloVWJjMg1MjrXxNxTU7DolXy+s5n//tBEglFJillF71Qt/95gp9YZYvjTe1i620mLN8yo3N+fmRivk7i7XwuSz8Hfbr2Zurq6332uk0SwWCxMmDCB6urqn13s+eORjsViYfLkye1lXofiqNOMBEFIFAQh88CjLY3qaAwfPpxXX32F1AQrut1foazL/8Pn9Noq2PX6nex++yHqNy7BVVlI094NKDV6pKCPiv/9m+Y9Gwg02ZAVSvzNdlw1xUjhIFWrPiDgbEQKePHZKlCbrYQ9DoLuJhBENOZ49rzz8DHoeQRFcwWG/EWYlBLPPP00Z5999nEZnw6FQtx3371s376Da3q66B//+0OqcyYmc+nQOD7d0UJ2nJqABLkJGl46P5O3LsmmT5qOv75VSliSyYnXoFbI7KnzoVeJTO5uJsmkoNEd4M0NjZzWzcw+uxeLXslfh8ahFGF67z9WbirFIDGnrwNncyN/u+WWk1VHjxHbt2/nhx9+AOCdd97hhRdeaC1X8GNlCLfbTUVFBStXroyWqVHjV5M/BUGYRiSJIJWIHloWEdmanm1rWsciMzOTV155mYce+jvr13+P6GkkkDUCfmd6sCzLmDsPIK77MHTxGTTvXk/95q9RGGPpfO7tCILAnnf+jrXXSBSCQHzfsQRabOgTs6la+R7auFRMWb3QWOJp3rORpMFT8DvqaS7ciLlTX+L7jPvjnZZllLU70FRspFOnHB599BFSUlL++Hk7ILIs8+STT7J27Tr+2s3N8OQ/VtPk3NeLSTIreXJaKl/scpBj1VDdEiIkybj8Envr/XSO1zA+z8iFb5YyJtfA9D4xWA1Knl1RT4s3TEVzkOHZer7Kd9AlUUtmrIoiu5+gBF/tamFyz9+WTPBTss1hbu/bwmNb4c45d/Dsc8+j0x19VtxJDuf0009vfX3hhRcCEedjs9moqTkoS9W5c2dEUWTv3r3tbmO0OZor5t+BYcBeWZY7EVENWNOmVnVQTCYTjz32KDNnzkRVvxvdnsUQ/H0Fs/SJmTTt+o7Cdx/BVVWI32Eje+o1KHRG9n34JEF3M53Pm4MuPh3btm8JuVvIPfMmlFo95tz+IMs05q9BCgTwNdez+637qNvwFT0ue5Sw30P1958i/5HkBymMungVmvINjBk9hpde+udx63AAFi5cyOLFizmrk5eJ6X9cefzfF2dxdh8LFc1BShsDpJoV2N0hHllWwwNf1RCjE7hpXAJPflNP/3QdDe4QL662c17/WN6Ylc1HV+QwOFPPzhovobCMIMhIYYmNZR5uHBtP6BjNSXe1hLm+p5M9e/Zw//33ndRpawMkSSI1NZWMjIxDtufk5BzipE4UjsbpBGVZbgBEQRBEWZaXA/3a2K4Oi0Kh4Nprr2XevHmoPDYMBYsQvL8vNKEyxZE46HQad66iYfsq9rz7f8Tk9CF3+s3Yd6xi1+t3YkjvSnyfsSQOnoKzYjf2XWvw1BShjkkg7HOjT8oi7HeTNv5iRJWa+k1LCPt9GDO6ISh+ZzmBoBfd7q9Q2Qu57LLLeOihB4/rO+AlS5bw5ptvMjbVz9k5x6bqptMv8d6WJhJNKpq9Yf72SQ0JBgVFtgBqhcxpLxYxZUERq4qcOH0h/BJY9SJ9H93FuOf3Ut4UwBMI8/GVuXxweSeuGZVAaVOQWL0CmzPMSxccuwj3oMQgl3Z1s27d+pMF4NqAA4kES5cujbIlHYOjcTrNgiAYgdXA24IgPAec8LdDp512Gi88/zxmtYgh/3PElqrf9HlZlul8zu2kjjwLhVqHMbM7aWPOp2HX9+x87Q5ElZaY3P4EnU1Y8gYRcjbgtZWj0hnJOOUivLYyEvpPYN9HT2HpMgS1wUzY66KpcDOuyt2tqtW/FcHbhCH/czS+Jh544AEuu+yy405h4Mfs2LGDJx5/nB5xIS7r5uFYTVV1smpo9oZ5fZ2dK4ZbGZilY0O5hytHWGnxycQbRNJiVNw/OYXKljB7ar14AhIGjZIhWXoeXFxDsT3AuhIXRfYAhfV+bO4Q60o9TOhixOn73XUUj8iE9ACTM318/PHHfPrpp8f03Cc6BxIIhgwZcsj2K6+8EofjuE8EPoyjuZqsAizAzcASoAj4S1sa9WehV69evPrKy2SmpaDb8zVK29HHZz11peQvvBNPXRm+plr8TbXE9xpNQu+xSKEgpszuaGOTad67iea9m6jduBhDSmcS+k1An5JNxviLQJKQJAl/Yw3GtDySh59FpynXkjbmPPwtv70ckeioxlDwBTFakRdeeJ7x48f/5nP8mbDZbNwzby5WTYibe7tQHmPfqlEKIMusL3MzOtdEukVFrE7JY39J5fYJyeyu82NQibx9SRZ90/R0TlBz6ZA4NEqRS4Za0atFXlhl45kV9Wyv9mFQK3h4Sgqf73RQ2njsiw/OzPPSNz7Ic889y/btf6R6yYnDsmXL+OCDD37xmHA4coPwUzXp+++/H7P5hEgEPoSj+ZkJwNfACsAIvL8/3HYSICUlhX/+80X69+uLpngVqqqtR6VgICOjS8igYedqNLFJWPIG0rh7HWpLIrnn3IY2LoWWkm2E/G4S+k8g5G7B11SD7Ydvqfn+U1TGOGK7DaP3lU+ALKHQ6IntMhB9YgYaczye2jKk3zCno2goRrdnCekpSbzy8sv06NHjj3wtHZ5QKMT9992Lx+Xglj4ODKpju3AvLMn0S9eTEqNm/vR0bhidwPQ+Fl5cbePxb+pxB2S0KoE7Pqvi5TV21pd56Jqk55MdLZEqpDLUO0OM62ygX6qOTeVubhqbQEVzgASTkhzrsU9XFwW4rqebBG2Y++69h4aGkz/zX2PAgAG/qsZxwOnY7Xa++eYbIFIGwWA4NO29ubmZefPmtY2hHYijUSR4UJblnsD1RDLYVgqC8L82t+xPhMlk4qmnnmLSpEmoKzejLlv7q47HmJyDHAoSk9uPsNdFc+FmdAlZlH61gKpv36J23SKMqXkYUnIAGXNOX2rXf0HSkDPQJ2Wh1JsQVRpElQZZlqnbtAQAV9Ve3DVF+OwVuGuKjsp+ZW0+2n3L6dWjJwteeum4Thg4wKuvvsrOXflc1c35m9UGjoZ1pW4uHBhLYb2PmpYge+t91LYEmTkwjuw4NZ/taCYQlAjLsLbETaJRQVVLELNW5Jy+FmpagozpbOCmcckUNfixu8O8s6mRL3c5yLCoeHND2wjSGlSRAnAuRwt/f+ih1gvmSY6M1Wr91d/Lge9QRkar1QLw3XffUVBQcMhxZrOZ8847r20M7UD8loBCPVALNABtsNz9z41KpWLevHmcf/75qOryURev+tVqpF0uvBdjRjf0KTnoEjOpW/855py+pIw4C19jDclDp2D/4RtEpRptXDKiQoWjdAdyKMT2F2+gbOlC7NtXkDp2BlIwwK7X5qAyWEgdfS79bnkVU/qvy9OoqrehKfueESNH8MwzT2MymY7VV9JhWb9+Pe+++y4T0n0M+4Op0T/Ha2vtPLi4mqqWAHMWVXHbJ1V8sLUZo0Zkcg8zt4yNx+GXeHVGBo3eEJ6QzI4qDyICa0rcvLO5kd31fl5ZY+ee01K4blQsVc1Bah1BCup8rC1xt4ndABlGiUu7utiydStvvfVWm7VzPLJixQoee+zQ+pMHMgL1ej0jR44EYNasWa2vDyCKIv369ePLL79k1apV7WNwFDiadTrXAhcACUQqfl4ly/IfXx15HCKKItdffz1Go5GFCxciyBL+3LFHrOAZcDVRtvg1zLn98NmrCLpbSB11LoIoUvLlS2SffhWOsl3oEiJZSj5bJTnTbkCzX97G72wkrudIyr5YQMDZiCE5G19jNQ3532PtOZKyxa/S+bw5iL+Qwaaq3IK6agsTJ05k7ty5KJW/M9vtT0RzczOP/N/DpJtkZuX9ciG2P0LneA0/VHrQKkRqmv3E6FUMyTIgCgIPLK5BFARMWpG7P69mxgArd0xI4taPK2nxBhmQruOK4VZeWFnHvzY0olUJfLrdQa8ULcNyjJQ3BrhqRNvKD41JCbCzQcUbb7zB4MGDj/tw67Fi9OjRDB48+JBtB0Y6wVAQu93O9ddfz/vvv/+z5+jWrRsajaZN7YwmRzPSyQJukWW5pyzL9x8LhyMIgkUQhA8FQdgtCEKBIAjDBUGIEwRhmSAIhfuf/9iS6yghCAJ//etfufrqq1E2FKEuXn3EUJsUDCAFfDTs/A5BFDFldMVVtYem3esQFUocJdvRWdPQp+VR8J8HkAFfw8HFZWGfG6VGjzm7F2G/B0NaFzInXoKjeBv7PnkWbVzKLzuc6m2oq7Zw+umnM2/evBPC4RxYAOp0tHBdDydqRdu1NTjTQFCS8YZkpvaMoaYlgFkn8p+NDfRJ1WDRCngDEuO7mllb4mJtiYtT8oxsLPeycF0DKwtdvLepGRFYUuBgdI4BlVLk6hHxNLhC3PxR2+ruCgL8tZuHOI3Ew39/CJ/v2KSSH0+89dZbhy3uVCgUh83VBIOR0XQoGCI+Pp6FCxf+4nlzc3MPEQw93jiaOZ27ZFn+4Ri3+xywRJblbkBfIgoHdwHfyLKcB3yz//2fllmzZnHFFVegshcecY5HG5uELAiojRbi+oyjuXg77toSjGldEBQq1JYElMZYqr59m3DAg6+xGpU5joCjAXf1PtJGn4uoUFK/ZRkN+WtxVxchKtWojLFkn3Y5SkMMUujIoSNlXT7qio1MnDiRO++8E4WiDa++HYj//e9/rF69mnNzPGSa2nau4tTuZuaflc7Km7uwaJeTrgmaSIXQkIRGISIhkGZRoRKguiXAnnofz62s56w+MYzKNfL0ijpmj7Ly9qVZvHBuBt+VeAiEJCb8o5AwMvp2qKhuUMlc1d1JZVU1r776ats3+CejR48exMfHH7Y9GAxy9913U1tby1133dUaXjvwfMAp7dixg8cff7z9DO4gtPsCDEEQzMAY4HUAWZYDsiw3A2cCb+4/7E1genvbdqy55JJLmDFjBqq6fJS1Ow7bnzv9pkgygKggc9KlpIyYjqjWkHfeHOK6DUMQBDJOuRBzZneSBk9GE5NAOOgn5IvE81uKt6GJS8aY3gVL5/7IkkTKsL/gtVWgT8pGOML6GkVTGZqytYwYMYK5c+eeMA6nsbGRZ595ms4xYc7I8rd5e0sLHMx4o4QXV9vIjFPyQ7WXUBgyLGpO72FmVI6BRk+Y97Y2cduEJJ5ebkOnEiio9fH5jhYE4N1NjTyzvJ47PqvCoBYZnGXg0iFxqEWBodltVyvpx/SMCzEp3ceHH/73ZBr1TxgwYABxcXGHbVepVEydOpXExESuuOKK1vBaIBBorWPkcDhYunQps2bNAqCpqYmtW7eydu1a7rnnnvbrRBSIxqq/HMAGvCEIwlZBEF4TBMEAJMmyXAOw//mIyQqCIMwWBGGTIAibbDZb+1n9OxAEgWuuuYZTThmPpnwDisbSQ/YrVFpiuw4m7HPTVLAWJAl3dRG+hio89eUIgLX3GBIGnIZ9xypKv3oFR/F2YnL6AtBcuImEvqeQMmwaAKWLX0VtScSU2RNL5wEI4qEORXQ3oCtaQZe8Ltx///0nREjtAM8++yw+r5vZPVyRlOQ2Zk1xpJ3ROUZ6p+gQBIFYvcjOGh+PLatlbGczkgSJRiW7qn0kGBUY1CL+sITNHWRKzxh0apHNFV5qWoL8dYiVvEQNFp2CkTlGLhhw+MWurbigs5d4HTz+2KP4/W3vsI8HRo4ciSiK5OXltY5w3G43n30WKbqs1Wrp27dvaxitvr6eHTt2MGzYsOM+bToaTkcJDABekmW5P+DmN4TSZFl+RZblQbIsD0pISGgrG48Zoigyd+7ddOnaFV3JKgRvS+s+v8NOwNGAMb0LLcXb0cYm0Vy4Gdu25ex97xF8LRGn6rVVIPm9BFps2HeuwlNfRtnSN0gddS5yOIQhuRMVy98hddTZuCr30LRn3eGGhPzoir7BEmPm8ccfO65lbX7K6tWrWbFiBdOzvaQajn169JGYMcBCrxQdD31dw//2uDBrFdicQXwhiTqXhCzLJJlVDM02YNYpCIQkKptDlDcF0CkFrhoRT0asFoUAo3MNnN4zhgWr7TyytI4nv6nHqGk/lW+tEi7v6qSisop///vf7dbu8cKBkY5ao2bu3LmR12o1EydObD2ma9euXHLJJRQWFnLDDTdExc72QmjvanaCICQD62RZzt7/fjQRp9MZGCfLco0gCCnAClmWfzHnd9CgQfKmTZva2uRjQl1dHZddfgVOSYWnxzTYPwpxlO1CbbKijTtYAMpRsoPGvRtxVe6h1xUHY76yFEYQFYQ8Tmo3fIkU8uMs303OmTey76P5ZJ1+JebM7oc3Lsto9n2LuqWcF55/nt69e7d5fzsKbrebiy+ahT5g56HBLcdcdeDn+PuSGvbZ/ChF2Gf3o1cJlDUGUCoELDold05Mpt4dorzRz84aL1srvMQbI7pqmXEqtCoRURAYma1jdYmXRIPIuf1jsRpUeIJhBmcaidG1b2h0wS49a+t1vP76QnJyctq17T8z8+bNY/Xq1Wi0Gs479zxmz57dum/JkiXs2LGDO+64A4jMBwmC8KePQgiCsFmW5UFH2tfuIx1ZlmuBCkEQDjiUCUA+sAi4dP+2S4HP2tu2tiQpKYl5c+9GcDegqtrSul1UKJGlEJUr3sNTW4LXVkFLyTZ01lTjSN7OAAAgAElEQVR01jRCXhfhgB93XRmuqkJCPjcKnRF9UjZqUwIIIAgKUoafeWSHAygailA2lnDVlVeeUA4HIotAGxoauaLbsZe5+SV6p2jRqQQ8AZl5k5K5ZGg8Z/ax0DVJx12Tknh0WS2SJDOtVwwGtYIEk4JACJLNCmodQXyBMJIUprw5xBk9zKwr8/Dymgaueb+c6z+oYH3psatie7TMyvOiV0g89eQTrSKWJzp2u53nn3/+F4/58Y19UlISECkWOHHiRE499VRuuumm1v0zZsygqampbYztIERLyfFGIuKh24koVj8CPAZMEgShEJi0//1xxciRI5kyZQrqmu0Irnp+eP5qAs4matd/QUvZLjz2Cuo2LyW+73jieowgd/pNKHVGbNu+peijp3CUbKd27af4G2swpHTC2nsUsV0G42uqIbZrREww4PzJSvWgF135Wnr26sWMGTOi0OvokZ+fzyeffMykDN/vKjn9Rzitu5nK5gCSLDPvy2peXBUJic0eEc+Di2uxuYLEaBU8t9KG3RVClgUyLEqqWsKc3s1EcWMIQRBINCkZlWvk8mFWkkwKYrQiN45J4PNd7S8UaVLLzMpzs3NXPp9//nm7t9+RCIVCzJgxA6PRSP/+/dm5cydr1hys+LJlyxbmzJkDHFSZDgaDNDZGfp8ajYYlS5YgiiKPP/44X3/9NQAfffQRf4Zpgz9CVMZw+1OwjzT0mtDetrQ31113Hd+tWYNcto7UUefhrNhN2pgLqFr1PnJYQhMTj7euFEuXQciyjCAIxPceQ/Lgg6Vtw34vsiyh1BpAkqjfvBQ56EefkkPl8nfInX4zNWs/Q5+UTYLcjCiFuHPOnBMmUw0iF4WnnnwCiwbOzW27RaA/x6PL6thT7ycjVo1RLSKKAgMyjDy8pIZuSRpcfhXJZiVOXxi7O0SqSUmcUYVK4ef8AXEs3u2izhnmsx0ONpW72VMfQK0Q6JGi5Z3NzQzK1BEKyygV7VvBdWRygFU1Gha89E9GjRqF1dq2i1Q7Kkqlkvnz56PVahk9ejQFBQWoVAfz2Pv3709tbS0tLQfncBUKBZmZmYecA+Cee+45odSmj1/N+g6KyWTi+uuuQ3bUUrvmI3z2SvZ99BSmrJ7E5PRBn5xD074tBBxN1G9eQuPu9VR++xZB98F/Smd5Po6SSPpqyqhzsPYaha+plpairaQMj2SaJw+bRmxSGip7IRdccAHZ2dnR6G7U+Pjjj9lXVMzFeS70Ubi1shoUnNPXwjUj41EowOUPUdUcICDJ7Kz2srvOy0NLaglLEiqFQKUjCMh8PjsXh19iSg8zwbCEPyTRK0XHkCwdN4yJxxeQsGhF4vTKdnc4sH/RaFc3fp+XF198sd3b70ikpaW1vu7evfshpQsEQcBut+PxeFq3KRQK9Ho9gcChCuF79+7l6quvbnuDOwgnnU4UOPXUU8nr0oX+Q4aQOekSEgZMwmerQAr4CDgaUBtjaSxYg8aSRFy3oWSfcTVBZwMtxdsAsOQNJK77cCq+iehieWqKSRoyFSnoR2WKxVmxG0EQUFdsxGgyc/HFF0ezu+2O3W5n4euv0dcaZHBi22ir/RpVzQEqmwIsKXBQ6wjhCcLL39mRZbh3cirDs/VUNgf47xWd+du4BHwhifWlbqa/VszbGxvZUObmoSmp3Douga/zHWws8/J9iQeVQiDOIPLmhkbCUvsmAR0g1SAxNcvL//73P7Zu3RoVG/4MXHLJJYeIgbrdbpYtW4bT6TzkOIVCwahRo9rbvKhx0ulEAVEUuXr2bJQhP9QVEnQ1EddjBIJChaeuGHOn3iCImDIOJgYo9WY8dWXkvzGPkDcyiRzXYzhBdzOO8l34m2rRxqdTufxdQh4HorMORUsVl1x80WGyHMc7CxYsIOD3cXHXY1eU7bey1+ZnU4WHHdUeXj4/g6xYNQkmBXnxKl5YVU9ZUwiFAGFJ4v+W1nJWrxjG5ZmY0MXEwAwdSoXIJ9ta+GRbM96QjE4FZY1+dtb4GJJtoGeyFkV7LDj6GaZl+0jQwzNPzz9Z4vooaWlp4YwzzjgsJJmXl8eNN94YJavan5NOJ0oMHTqUxqYmyr/7FEfxNkDAaytDn5iNLiEDpdaIq3IPUtCPbdsKVEYLyUOn0O3iB1DqIqvRPbWl1G9ZRmL/SWitKRhT84jvM5bYrkNQ1WzDaDIzbdq06Ha0ndmzZw9Lly5lcqaXZH30MqwUAvjDkGhSYXOHObOPhYxYNTtr/CBDsknFsE4Gbv24im5JOj7c5qDQ5qd3qpZdtX4yYlXIskRRQwBJhj6pOupdYWJ0Iu9tasLpj27JAbUCLuzsorSsnK+++iqqtnQUJEmiqOjny4mkpqYyf/781vBacXExJSUl7WVeh+Gk04kSgiAwb+5cYi1muk6ciajWEJPTD2uvUXjrylDqjJhz+lDy5QIadq4k5HXjrt5HwZv3EPRE5nf0ydmEPU48tnJCXhdFnz5L2O9B8DlQNpVzztlnodfro9zT9mXBgpcwqeEv2dEVqEyJUXPJ4DiSTSru/qKaRIMCXxBidAoCYZkeyVpsrjAX9I8hI1aFRgElDQGW7nagFGBXjY+9Nj9Gjcj1o62olQpmj7AyJtfEbeOTOL9/+ykS/ByDEoJ0sYRZ+PprJwVBiagKvPzyy4ds+/TTT3G5IpEJWZZ56qmnUKsjBfhKSkpOOp2TtC9Tp06lqamJYMlG9n30NAFnA6JSjSm7F66qvTTt2UDOmTeR85cbqFr1Pk2Fm7H2GoV92wo8tnIMKblkTrqU1BHTUenNZE++GkvnASjrdyOK4gk5ytm8eQtTszxRSR74MU9NT2dnrY/VRW4uHhzLI8vq2FvnRauCZ8/O4M2NjehV8OCSWsob/aTEqLhrUhJ6lYI+GXqaPWEuHRxHIAQL1jQQb1BwXv9YCm0+Fq5rRKeOXmjtAIIA5+d6aGxqbk35PVEJBoMkJSWxYcOGwwrftTpkOZJ8kJ8fEeqfMGHCcV8S/kicdDpRJDY2lgsuuAAzHuK6DKJq1YeEvC589irUpji8tgrkUJCAsxFzdm/Sx81AVGqIye2H1hJRMPA2VGHb+i0AGksCyBJV678kMzPzuM/3/yn//e9/0SoFTkmLvj7YtFeKKKz3olUJ/FDpZWxnIzF6JZmxWi5/p4SeyRo8QZmK5iC7av0EwjLDsw0U2vx8V+REAp5ZYQMkxnQ2cna/WK56t4xiux8RiUEZHWME29USopNZ4r8fvE97q5tEmy+++KJVBPXJJ5/knHPOYenSpYcsTUhISGDfvn0ASPuLOj711FPtb2wH4qTTiSL19fWUlZWhEEVUIS8hn4uKb99CHROPLjETU2YvpFAAtdlKXPdhCIJI4sBT0SdmIqoiQ3SNJRlvw8HaKqKjlvSUZHbsOFzV+ngmFAqx5rvVDE30RX2UA5Adq2JydzOyJNEtUUucXkEnq5pBGXoCISi0R5ICwmHQKgXqnUGmvVLE4Ewd2ys86JSgUUJYgp3VXhZtbyYYkkGAKkeI/2xsiHYXgchoZ1yql/KKSsrLy6NtTruSlpbWqjI9d+5c5syZgyzLh4TMRo4cycCBA4FIeM3lcv1qPZ3jnZNOJ4p8/fXX3HvvvSQmJeGq3E3ns25FVGkofP8xyr5eSPPeDXht5di3rSDgasJdU0zDru+ASOVRAIVaQ+6ZB2U0lM1l1NTW8sQTT0SlT9GioKAAt8dLX2t0UqR/yiVD4yluDKDTKHl/axNBSUanEnl2ZT0aJUzsYiYchk5xSmJ0Cix6JbF6BV/sciKIkJeo4e9T0uiepKHFJ1HRHKDeFWJoloEEo4r82o4zh9LXGsle27BhQ5QtaV/69+9Peno6oVCIBQsWMGzYMIqLi/nggw8OOe7HigQXXXRRNEztUHSAe8ITl/Hjx2MwGBh/yinU22y4RZGkQZNxVe3FnN0LtSlyFyUFA8jhEJrYJKq/+wh31T4C7mayTr0ckFEZYlrPGajaTbzVyqRJk6LUq+hQUxOpqpphjG5W1wGsBiUt3jA6lcDUHjF8XeDEpBH5S88YkswK3tzQhATY3CGyrBqUokC6RYVe5afaEaa0IcDTy+tIMqkIhmR2VHnxBmUMGpFz+ll4Z6M92l1sJV4noVMJrX+DEw1RFImJifwGu3fvTvfuh2ogHpjjERD45JNPDtl3QHXkROLkSCeKpKWlYbFY6N+/P0gSoqsObVwy2tgkFOqDpQdicvtFJG+AzufcRuapf0VApnnfZoo/ewEpGMBZsZuq5W+jF0Nce+210epS1DggI2JUdYx5hQXf1aNVilQ2BfmqwE2fVC0CMt/sdfLpdgcOr0SMRmBIthFfQGJyzxjqnWEemZaGUS3i9MtUNoeobgmgU4tM72dBECAchkSTkmpnxxLcNKrkQyRfjncCgQAFBQVAxOnMnDnziMeFQiG+/PLLVmWCHycZLF26lDvuuIPzzz+/7Q3uQJx0Oh2AXr160dDQgLs4srrbmN4VhUZHw45V2LYtByLSN87SnTTtjYQwcs+6ldiuQ+h87m2IKjWmjG5k9h2FIAgMHTo0an2JFiaTCQBnsGPcNQ7LNiIKMmEZnjwzDb1aRK0UeXJ6GgoRlCL0TtNxQf9YyhqDCMic0y+GHyp9KBUCqTEqJnQx4grIDMsysL7EzaBMLevL3Lyw0sbQrI6RSACRSuzOgIDZbI62Ke1GbW0tn3zyCbIs8/HHH//scV6vl5iYmNb6VT92OqeeeipPPfUUb7/9dpvb25E46XQ6ACaTifSMTPT7k16qv/uQ6rWfEg760SdlUbX6Q5r2bMTSdQghjwNn5V5Kl7yGUmvAXVPcWr5a9DQgCMIJWeskIyMDgEpXxxA1za/1UeMIcXoPEz9UeblpbCKugMS8L6opbghi1kCzJ4xeLaJRCVh1CjaWeXhncxNufxi1As7qYyHNosLmCtErVcuuGj8tXol99gB3TUqKdhdbafCJ+EJyaxXME4HMzEzmzp2LJEmtCRQ+n4/p06cfcty//vUv9EZ9awjtp7prY8aMOUQo9ETgpNPpIPTu1ROdIjIhmzxsGgICsV0HU/FN5C4otutQGvO/J3HAqagMJoypnQFwlu3CXV2EFAog+B04HE7Ky8tb0zRPFPLy8jAZDWysV0fbFABKG/3UO8NcPcLK9yVuLn2rFFmGrFgVBhU4/CDJMmtLXUzuYebj7S2c1t3MqBwDrgCUNQW57ZNK7K4g1S0BPtvhYHJ3MzMHxmJQwYc/NEe7i61srI9cNAcPHhxlS9ofhULBLbfcAkRKUL/55puH7L/xxhvJSM9ofR8MHkx0CYVCJ9zibTjpdKLKj+VDrFYrYmD/iEWpRp+YhUJrJCanL6mjzsFZkY/KEAlf+BvrsPYaA9BaT6d23efUF27DYolh+fLlJ9xKZ5VKxfgJE9ls1+AMRD/EtrHcjQSsLXGTX+MhXq/AF5TZXR+gW7KW9Dgle+oDvLu5iVvGJVHvCrFoezONnkj4ZXSOHr1awKBSoFUJiIKAQiHQ6AkRlsEf6hhzV5IMK2u0dMnrfIhs/4nCjh07eOyxx1pHMAcSCn5MIBCgpqYGm812SIafUqlkyZIlwKFhN5/Pd1wrPJx0OlFCkqRWhd7777+fN954g6DXFQmQE0keKP7seVKGT8NZnk/a6PPxN9XjKNuFv7kOWYqMiipXvkfigFPRWlOJj08gIyMDg8FwwmWvAZxzzjkEJZkvyrTRNoVpPc2MyNbx8poG9BoFBXU+LHqBUFhmSJaRmuYQ805LIt2i5i+v7KOkMUilI0i9K0RuvBp/GKxGNdP6xDAoy0iiUeCLnQ5y4rWc2s3EzpqOcVHaWK+i0iVy/gUnVoHAAyQnJ1NXV0dDw8+vm/L7/cQlxaHRaKitrT1sfzAYZMKEg6XEpk6dyuuvv94m9nYETjqdKCGKIvPmzQPgsssu4+qrr2bvnj0gHbzjyZ4cqaXub6xFCgWI7T4MY1oeGksStes+Jxzw0/mc26j57mM8daVo1UoaGxvJzs5m8eLFfPjhh1HpW7TIzs5m4sRJLK3UUe+J7r92UBKocYZIMKkYmqnDHxaobAqx8Y5uNHvDhCRo8YQJhcO0eCVuHG0lVqdg5oBYbhiTSIxWiQCkmlUEwzKXDkvEG5SoaPTzv70u9Kroj+YCYfig2EB2ZsYhF80TiYSEBJ555hlSUlIoKio6rIx3YWEhW7dsRW1UYzabGTlyJAsXLjwk/K1SqVixYkXr+7fffpvrr7++vbrQ7kTtlykIgkIQhK2CIHyx/32cIAjLBEEo3P8cGy3b2pu33nqL/Px8evToARz8pz2gJp3QfwJKnRGl1kA44EOfkou7ppiguxlRqSa+/wScFbtxOx2MHDmSMWPGMGTIEEaPHh2lHkWP2bNno1SpeWOPgWiqsjzyl1ScvjAxWoElu13MPTWJ/1ySzcNLalhW4CBWJxBvVNDokbEaRPqk6Tmnfxyvfm8nM1bFhK4mGtwhHlpSQ6MnxOTuZj67KofFux3cNDqBQVnRL1fxWamWOrfAzbf+7YSqSvtzzJw587Ay3nl5eeR1yYP9U40+n49+/fr9okRVUlLHSRJpC6J5O3gzUPCj93cB38iynAd8s//9CYHBYGDcuHG43e7WbbIsEfJ72fve/7VuCzgbqVnzCUqdgZThZ6KNjfxzqo0W0kafj95gRJZldu7cySOPPPKLMuvHK0lJScy++hp2NChZWR29pILnVtbTM1mHWimQaFSyrdLDtmovAuAKSIRlgWdX2NGpREIhmds+qWRVoZPOCRqeX2Xj6wIHk3vEIMhgd4V4cbWNvTYfShEc/jD5UQ6vFTsUfFGq49RTT22VeTnR2bBhA2eeeeYh20KhEFJYAg00NTXxxBNP8MYbbxATE4MkSVx++eXY7fbDRkjHM1FxOoIgpANTgNd+tPlM4EDqx5vA9J9+7niisLCQ2267jZqaGiRJora2dv/ryO15095N1G9aTJcZ85BlifJlb6I2xZE+biaCIGJM73LI+czZPWlpacbtdvPCCy8wf/58RowYEY2uRZ2zzjqLAf3785+9Rmrc0bmvWr3Pya4aD7tq/ChEgfVlbj7a2oxSKaIUZLKtGnQqkdnDYnEHYXCWHl9QxqJXMLm7GZsrRH6th7wkLd0Stdw1MYnnl9czuXsMVc1BcuOjl2brC8E/d5mIs1q5+eabo2ZHNLnyyitZsGDBrx7n90fEZ2WNjFKpJCsri/vuuw+IzOveeeedzJ8/n927d7d+5sBC5+OVaI10ngXm8ONYEiTJslwDsP858UgfFARhtiAImwRB2GSz2dre0jYiMzMThULBtGnTsFqtrFq1is55XRBVGgDclXsxpHYm4GigZs2nxPcdhxQOUfTZcwB47ZWUf/Mf9rzz99Zzut1uXC7XYTU9TjREUWTePfeg1ul5fqcJXxSUcSb3sBCUInMyRo3I7ROSuevUJNLMCrKtamyuIIGwxJLdTgIhmZ01PvxhiQ+2RFKhrx9tJRiGFp9EcoySmf8qRa0U+XyXg312PxpldH66sgyvFRio8wjcc+99rYtyTzSsViv//ve/D0kMeO+991pfr1y5kmefffZgFpo6klKdk5NDQkIC69ev584776Rr1648+uij+0PrEe6+++7jeslDu2uvCYIwFaiXZXmzIAjjfuvnZVl+BXgFYNCgQR0jb/R3oNFoDhHltNvtfPjp50jhEKJCiT45G5UpDkQF1l4j0ViSKPnin6j0MfgddmrXLiJp8Bnoxs/CWV6AQmsgKbvrYbU8TlQSEhK4/4EHueOO23kt38D1vdztWrq6e7IWT0AmLMvcMjqRFYUu7vuymTGdTfRJ1bO5wkOXBBWbyiM1dmK0IiV2Pz2SNTy9vI4WTxgZOK27ma/zHTR4woQkiTN6mCmyB5g5MDpF3BaXa1hXp2b27NkR+aYTlMcff5zKysrW+Zfa2loqKw+qvaenp/PWW2+1jnTQRBIGDhw/dOjQw5RDbDYbCQkJvPjii+3TiSgRjdulkcA0QRBKgfeA8YIgvAXUCYKQArD/uT4KtkUNt9tNfX09voZqAKw9R1Gz+kPc1YVoLEm4a0vQJWQS9DhQavQYM7oScDZQ8/2niGotokpNQIKvv14a5Z50HIYMGcJVV81mXZ2aj4rbN416bGcTU3qaqXUE+bbQgV4NCoXA5O5miht9FDcE2FTuJRSWUAgCpY0hNCqBFLMalQDxJiV5CRqWFzrxh8JcMyqe3qkGvi92UdLgZ3O5p137A5H06HcL9YwZM5pZs2a1e/sdhUAgwGuvvUYwGOSrr77i6aef5o033jikIFtubi6vvvrqQYmcSADjkPU39fWHXuJuvPHGQ+Z1j1fa3enIsny3LMvpsixnAzOAb2VZvghYBFy6/7BLgc/a27ZosHnzZj777DNcLhfJnbpQ8/1BFdrk4WcS22VwpGT1nvXEdhtG3rm3o9DoSeg3AX+LDWN6V5oK1qKNTUYWVShVKhoaGlizZk0Ue9VxmDVrFlOmTOHTEh3fVP5/e/cdHlWVPnD8e6ZmZjKT3klIIyQhoXdwaYLAgqyoqCuuBSy4q6JIx10L/tZesOxaABvKWgGVooLSOwFCSCAJgfQy6Zlk+v39MTEaQd1VyFDu53l8yMy9M/OeGWfee8895z0dN7Cg2eGmvNHJ9X0C+Tq7iSCDmvQIHfd9WszhEitR/irCTSp6Ruu5bVAwa+6I543rY4nyU6NUKkgI0jKphz8poVrMFjcf7KtlQpoRNwoGxOgY3qVjR68dq1PyapaR5JRkFi166JKrjPxjCoUCX19fNBoNBoOB+Ph45s2bR+/evU/bNysrC5fLRdbnWYAn6Tz88MOYzWYeeOCBdtdvVq5cicHg/VGJ59r5NE/nCWC0ECIXGN16+6L3/ZrpTU0WXCiJHX8HzZWFnFz3Bkqtp0hgcPowXI21aP2C2x7nsjUTlDoEpcYHR3MjgKdIqLmKU6dOXXILav0cIQSzZs1i0MCBLM8xsKmDEo/JR8ktA4LYeLyRPyToKai2EWxQEqhTcFO/QJDgeJWdCJOao+UtvLmjimuW5fHJoVoUQjA0wcAz31RQ3ewiOcyH2CANPiolGiWcqnOwYl9th7QDIKdWxdMH/QgPj+DJJ5/Cx8f7k2+9SaVScf311xMVFcVHH33E+PHjEULgdDrb7SdJEsePH0epVNL12q7U1tby4YcfctVVVxEQEMB7772HyWQ67XEXO68mHUmSvpMkaULr39WSJI2SJKlL67813oyto7z11lscPnyY0tIScg95SmQUfPEqAckDkNxuanJ2Y4xJofPY6RR9+z6VB77CabVQl3+QhlNH0IfHY2+oovDrdxAaHXFxcZSUlHDllVd6uWXnD5VKxaOPPcbAgQNYlmPgq0LtOX/N4jo7s1cVkxzqQ4hRg7nJSWGtg4QQLV/lNPLPSVGMTPLF5pQ4VNJCbpWdZjsMjTMAbp7ZWIlKIbC74dHxETTZXCzeUM70QcFoVQos9o65nHmkRsXTB02EhEfy4ksv4+/v3yGve6G49dZb0Wg8BzLXXHMNJ0+ebNsmhGD69OkUFBSg1ClRaTyX0Hv06EFWVlbbyL+5c+eye/fuDo/dW86nM51LklarZcqUKWi0WroOGIVQacDtRq03odTqqNy3DrfLQc57j9BUmocxJoWa7J1Yq0uw1pQhhCDp+oVEXnY1KFRotVoqKyvbFRaUed7nxYsfZ+iQIbxzXM+K4zrc5/B3u5O/hl2zknn1Ok89ssOlVnpH6ylvcFLW4GT3yWYmd/fHT6ekocVFToWVOaNCKaqzU1LvxOkGf52C2wcFc++nxYQZ1bx7UyzJ4T5c0zOQtVnnfu2azaUans4wEtEpmiUvvUxwcPCvP+gSUldXx+LFi9tux8bG4uvr226foKAgoqKiQAWNlkZKS0spKyuje/fuPPnkkwA8++yz7QYVbNmypWMa4CVy0vGSpqamtlUE9Xo9jY1NlOYfpeDzV+g2/Sn0YbFofANIumERZTtWozEGoA+JoXjzh1Qf3kzUZdcSMfgqwHNEpfIx4HZ7FtKKiIiQj0jPQKPR8OhjjzF58mTWFfrw4mFfms9Rz8aS7yqZs6qE9/dV02B1sW92Mo1WF0YfBaG+Slbur8YlQUOLC4XCszCbzSXRZJd4e2osN/QN4OPpCYxJNiK5JSqbnDhcEvsLmzlVbeWeYWecUXBWuNzwnzwf3jhqoGfv3rzy6r8ICgo6Z693ofL392fVqlW43W6sVivDhg1rV2hXkiTefPNNTp48ib3ZTllJGcOGDUOv1+N2u8/YTelyudiwYUNHNqPDyUnHS9xud9tIlby8PBoaGohM7EZY33Ht9lMoVYT1G0f05X/BJyCU8P7j6TJlLrXH91G67Yfaai67jeNbVtPY2Ehubm6HtuVColKpmDlzJvfddx8Z1Voe2hNAQcPZL+EyOE7PjhONPP9tBT0ifRj3r1x2nLQwJtmIWwKjVsXcNSUMTzISatSgUyspqLJSVu9kzqoiOgeouWtlIbtPWVArBQVVNrbkNRKoV7I6s44PD5yb3udam+CfGUY+P6njyiuv5Omnn7lk5+L8t9atW8f9999PSkoKc+fObbtGI4QgKSmJ2NhYao7V0HdkXz7//HOeeOIJPvnkkzNey1EqlTz++OOn3X8xkZOOl5hMJqZOnUp+fj5xcXHExcUhJDe+UV3a9in+9n1Kd67CnLmFks3/wRCRgE9gFEofPdbaMkzxPdr2VWq0JA+7EkmSLslF3P5XV199NS+99BIuXSCP7DOxoVB7VrvbSusduCSobXbjcEv062xg0RXhhBs1fH5nIp/eHs+dg4P57FAdYUYV/joFvlolkX4qJCFYurMaX62STw7WMefyMFQqwWvbq1iyuQohBPXnYMbrQbOKhXv8OdmsZ8GCBTz44IOoVB0+le+Ck5KSQu/evUlOTrW3LjIAACAASURBVGb16tWoVCqys7NZt24d8fHxqNVqrLVWzFVmxlwxhn/+858cOXIEs9nc7nnuuusuL7WgY8lJx0t27tzJrFmzyMrKIj8/H7vdxtGdX7fbJ6T3aHwjk1AolGiMgfh26orkcnBq/TJc1maMUT+Uwin8+i2sdZWoNZozlk+XnS49PZ1ly9+iX/+BvHtczxMHjJhbzs5XQqEQaFQKjD4Klu6qxqBVMrqriZe3VvHC5kp8NUq25Ddx64BAekT6gIAGuwuBoEeUDn+9kkC9klFdjRwuaaGTv5pxqSZuHhCIWqmge6TurMQJ0OyEN4/qeeagkaCIzrz2+huMHTv2rD3/xeqVV16hrKyM+Ph40tPTgR+WTTcYDAQGBtLU1IRCq0AXrqOpvonGRs9I00ceeYTw8PB2z3epJB0hebMU7+/Ut29fad++fd4O4zeTJAkhBDabjfT0dELiu9HS7UrsjbUoVBoq9nyOUmckoEtfNP6ePnyX3UrDiYPUHttDcPfh+Cd65ga4nXZ8Tu2kcPd6Nm3axIwZM9i0aZM3m3fBkCSJL7/8kpeWvAhOO9clNjEyyo7id0xFcbklej2ZTZ9oPZ0DNRwtb0GtFNzYN5D12Q34apRoVeBwQ7XFRWGNlaxyO0khGlqcEg+MCCUxxIeiWhs2p8TukxYKqm00OyTKGuxE+alZfUeXXw/kVxyuVrEsx0iNVXDDn//cbjSW7Jft2rWL7t27o9frmT17NosWLUKtVrdbDfTRRx/ls7Wfob9Rj/UbK+aDZr744gtCQkJOSzoXEyHEfkmS+p5pm3ym40VCCFwuF9u2bcPhcHB457fUHttDc0UBTSXH8U/qj6ulCY0pmLrje6k5ugMkN5byU6iNgejD4wA4tWEpDaeysZhLGHX55TzxxBOsW7fOy627cAghmDBhAm+9/Q6p3XvxVo6BxftNlDT99q9Hi8PNHYODCPFVklHcTGZpCweLmlEJwVfZjWhVgvFp/pQ1ODFoFMwbHUFapA+3DgzGR6UgxKhCQqKy0cmSzVWsyqxHr1Hyj7HhDI4z0jlQy+85YGywC149ouepDCO6oCheevll7rzzTjnh/Jd27dpFWFgYer2eN954g4EDB7JmzRq+/PLLdvvV1NRQX1+P5JbQBepISU0hNzeXioqK056zqqqKCRMmcO+993ZUM7xCPtPxop07d/Lpp58ybtw4vvzyS1b+50PCr1+M09ZM4YZlRAy9GgBdUGTbY5rLCyjfuw5DeFxr0hFILjuOxlqaDq5j/JhRvPXWWygU8vHEbyFJEuvXr+fll5bQ3GxhYucWroy1ovkfxxos32mmrMGBWwK9RkFOhZUNOY30i9ZxZbofXx5toLLRye2Dg/nscB33Dw+hwebmZLWNnAorzQ6J3QUWBscZ6Bapo67ZwbZ8CytvicPqgnlrSnhrauz/3D63BFvLNKzM86XFpWDqTTcxdepUOdn8j6ZMmUK3bt34xz/+QUtLC0qlkpqaGkJCQlAqlSxcuJC0tDSef/55KhoqaNQ2EhYeRpg9jI8/+vhnh5/fdNNNuN1uVqxY0cEtOrvkM53zVGNjI4cPH6ZHjx4MGjQIgQROK4UbltF57DR0QZHtEg6APjwOQ0Q8uuBOlO34DEtpLiqDH0Hpf6BbWhr5+fm/uHSu7JcJIRg3bhzvrXifkaNGs6pAx/zdARyu/t8uqPfopEOrVtA7Rk+QQUVCsJYnJ0VS3uikvNFBTICG+aPDmNzDH41SsK+ohaPlVuKCtMweFU5Fg4MWpxutCj49WEu+2U64Sc3tK4t48LNiRnTx/fUgfqKoScHi/SbeOGogtms3li1fzm233SYnnN/gqaee4vjx47z33nvodDry8vKYOXMmmZmZrFmzBh8fHy6//HLCwsKI6R5DwpQEagprcLvc3HDDDQwYMIB3330XgB07djBr1iyOHj3K3r17ufvuu73cunNLTjpeNGbMGBYtWoSvry8hISEEBQWhsFsI6T2a+vwMSrZ8SEtNWdv+JVs/purwZporTqKPiCe45yg0fiHoQ2LA7UKyt2AymdoVFZT9NgEBATz00EM8//zzaAKieCrDyMuZBmpt/92FnvRIPcMSffn2eCMnzDaGxPtyfe9A5l4eRoivmpxyKz2idBTV2RnV1YjDJeHno+TzIw0E6JWoFIL0CB01LW6u7xOI2eLi7+MiMPooSA7VsnhDOa7/cridzeWZd7Notx/lLj/mzZvHSy+9TGxs7O94hy5tsbGxvPvuu3Tv3p3HHnsMX19f7r//fhISEjCbzTz00EOo1WoyDmbgcDso+bqEqD5RAHz44YfcfffdNDQ00NDQwODBg0lISMDhcJCTk8P69etZv369l1t47shJx4s++ugjDh8+THNzM9nZ2fj5+SHsFprLT6AN6oTaN5CqjG/a9jd17obktBE7/k6ay/KpO7aXwGTPTGZh98z5ueeee4iOjvZKey5Gffr0Yfnbb3Pbbbexv0bP3F0BbCzW/OrwarVS0DfGQLS/hpJ6O+/tq+HBz4ppsLpotLnx1yv593Yzr22t4uucBtQCXt1aRXa5ldvfL2RgrKfw45B4Xz7YX8sHt8TxYUYdlY1OPj5Ux5Kro1H+FyMdDplVzNsdwOcndYy+YizvrXif8ePHy92vZ4FCoSAlJYVp06YRExNDbW0tOTk53HbbbQBs2rSJ0LBQVHoVcVfHoTaqycnJYenSpXTr1o3Q0FDeffddpk+fztixY0lISABAp9Nd1AcE8iB8L5o8eTJut5u6urq2HwHhaCGs33gADGGd2+3fUlVIYOoQTwUCvYmIQZ6lcesLDiMs1ehBLlVyDmg0Gm655RZGjRrFs888w/KMDLaX+3B7ShMRhl9eZnh8NxPJYRpMOhVWh4RCwMR0Pf1j9Ly5s5qXr43meKWNpzaW46sVTO0XgEYpKGtw8vjEKLbkNZIUquXlzVUYfRTcOywUh8vNsMRf7l5rcgjePaZje7mW6E5RvPjPOZf0+jfnilqtJjLS0wUeHR3dbiLtVVddxW3TbiOtexoAKpMKHx8fDAYDiYmJ9O3bl5qaGvLy8tiyZQu33HILFouFP/7xjyQnJ3ulPR1BPtzxIqVSSVNTE7feeiu33norbrcbW00Z1VntlyWoPPA1bqcDfVhs28qi+rBYhEJB2c7V6ENiqC84gtPpJCAgwBtNuSRER0fz/AsvMH/+fEodRhbs8eeLk2eeVPrk1+X8+a0CjFolY1L8abS66R2tR6UQFNfZeXWbmZgANW/sMBPhp+bpSZ0YnezH6GQTN/YL4sFRYSSH+XDHkBCWXBNNkK+KA0UWciqtZJVZUfzCWc7eSjVzd/mzq0rHLbfcwvK33pYTTgfo1q0bMTGeWnvbtm3jwQcfJD0tHZRwbPkxyg6VYTQaueyyy9rKVAUGBrJ48eK2MkOVlZWsWLHitLV2LiZy0vGygIAArrzySlauXEnByZOolQKhUGJv+GEwgMYYiFAo8O3UFYVKDUDZrjU4mxsI6jYUta8/YV17Ulpa2q7Krezs+36gwTvvvseAQUNYmadn8X4TZmv7JHBTv0BGJxsJ0CupsTh57ttKnttUzl8/KiQmQMPMYSEEG5TsL7JwqsZKhJ+a6YOCiTSp2ZzbwA1vncDtlrhtxSle/K6KP8QbmD0qnB0nLMSHaPFRn/7VbXHCa1l6XjzsS2h0Am+88aY8UOAc+vLLL1m9+odlv3bt2tW2aJtOp0Ov15Obm8vRr47SZWoXavJrKCoqYs2aNYCn/NX06dMpKytj4sSJ5OTkMGXKFAIDAy/qwUBy0jkPNDY28sEHH5CamopKqUCp1eFobqBi7zqczY34d+kDCBpOZrYlI2dLE26XC43Jc4Sk9dERHh5O7969cTqdzJs3z4stuvgFBwfz+OOPs2jRIoptBhbuDmBPhbpt+5FyK3UtLh5eV8apGjvv3xxLsx1iA7VszW+izurG4YbschsfZdTxwKdFPPVNOS0ONwU1DpJCdcxZXcKNfQPYc6qJG94+yYubq3juqiiGJRp5d0/7H6WCBiWL9vqzvdyHm2++mddef4PExMSOflsuKf369WPgwIFtt1944QV0Ok+liD59+vDggw+SlJRE0rgkCj4rIOmaJBITE9uqFyQkJHDVVVdx7NgxbDYbycnJrFmzhtmzZ5OSkuKVNnUE+ZqOF31fkWDatGnceuut3HnXXVgcLkzx6dSfOAiAonUhN8nlpKWyiKqD36IPjyV6xJ/bnsdWV0HVgc0khvqydu1a+vXrJ6+n0wGEEIwZM4a0tDQeeeRhlmTmML7ByvWJLXx3vJGaFhdaJXyRVcfgOF96dtIxOF6Pyy0xMsnIyCQj9w0PY39RMwvWFJMa5sNt7xfyn1s9k37dbonqZhe3DAimvMFBiFFFmEnNqkN1nKyxtcWxuVTD8hwDgUFBvPjEw/To0ePnQpadRd9Xij9y5AjR0dE88MAD9O/fv2379yVvVL4qfKN9aa5pRq/St626KoTgj3/8I//+97/p2bMn2dnZREREeKUtHUk+0/GioUOHIkkS/v7+BAYGIoTn45BcTqoObkKhUqNQqnA2N2LO3ExY//FEDr0aY0xq23NUZ25BckvE9RtJaWkpdXV1bNy4sd36HLJzKzIykldeeZXJkyez9pQPTx80Eu6nYUyyL89cFY3VIXG03Ep0gIaBsb6EGdWsO1rPa9vNSJJEapgP79wUy/PXxPDQFWGs2OupIK1QCEJ8VUxI8yPUqGJSuj9HylpY/FU5Jq0KlxveOaZrXYKgD8uWvy0nnA5is9moqalh/PjxzJo1i9mzZ9O3b/u5kN8vRS1pJDQBGjSBGgoKCjCbzcyaNattP61WS9euXTs0fm/q8KQjhIgWQnwrhMgWQmQJIe5rvT9QCPG1ECK39d+L/or49u3bEUK0VZt1u92AQKHWENJzJME9RyK53Sg0WvShnguU5sPf4RPwQ80mbWAkKr0Rl8uFVqvljjvuuOSXE/aG75dMmDNnDtl1WlYesbP7lBW1UjBrZBgDYw1cluDL4xvK2VFgYV9hM32idSz6ooyDJc28tt3TXRYbpOWyhPYj0yw2F6sO17H7pIVVh+tYMCaM24cGsyTTwFdFPkyZMoWnnnoak8nkjaZfkioqKvj222/Jysrir3/9Kzk5Oe2GoVssFqqrq6mqquLIh0eoPlCNLlJHanoqTU1N9OnTh+bmZhYuXMjEiRNZsGABU6ZM8WKLOo43znScwCxJklKAgcBfhRCpwDxgoyRJXYCNrbcvamvXrqWhoYHU1FRycnKw2axICk+9Ff/E3gih4NgHixFKNT7BnSjd9gn+ib1Q6Tw/Sk6rhcr961H5GNoeZ7PZmDZtGkrl2V8jRvbrJkyYwNPPPENq9z44Q1IxtyjIrbJRVGvn9e1V3DIwkBqLkyuSjdRYXNw8IJD1Rxu4IsXECbONikYn0QHqdnXVtCoFfj5K3t1bTUmdgwnpASzJ9GN/lYZ7772Xv/3tb/ISBB0sJiaG2bNnYzQaue666+jXr1/btldeeYUJEyawe/dujEYjncd1JuG6BJormqmz1FFVVcWnn36K2WymV69eBAUF8dxzz10yS5J0eNKRJKlMkqQDrX83AtlAFDAJeLt1t7eBP3V0bB1t0aJFrF27lri4OMLDwzmWkwNKNW7XD4s7+QSEU3d8L0qND4bILu1Gtal8DMRN/Cv2plqUGj2hoaG0tLR4oymyH+nTpw/PPf88Fgw8ts/AUxsrqbe6KKi2Y25ysafQgs3p5v7PitlRYOG+4aEMiDVwvNLKe3tq+DCjjv8cqMXtlpi7ugSVUrDwigi6hGi5b3gYL2caOVqrZv78+VxzzTXebu4lSZIkxo8fT21tLUuWLMHlcvHJJ59wzz33kJaWxsyZMzEYDFSZq6g+Wo2t3kbVnipKSkrIzs5m4MCBLF++nMrKSoQQ3HPPPTzxxBPeblaH8Oo1HSFELNAL2A2ESZJUBp7EBJxxPV4hxB1CiH1CiH1VVVUdFeo58fXXXxMUFMTu3bvRaDTodDpcKMn/5FnK93xJc+UpDBHx+Hfpw7EPHqc2Zyf+Sf3JWfEoAPUnDlG2YxWV+9YjKT3DYpuamk6rdCvreBUVFYy6fDRNko5u6T25vk8QE9P9CDepWHV7AoPjfHnuqk7cMiCI5burufHtAoYlGpnU3Y/regdwfZ9AFArBtEFB1Le4uOLVXK7vHchmsz/rj5hJ7NKFcePG/XogsnMiNzeXmpoann76aYKCgli3bh39+vWjW7duDBs2jEmTJlFcXExobCgafw2VOyuxlFqI6BZBdXU1M2bMIDw8vK3O2pAhQwDP97ewsNCbTTvnvHZOLoTwBT4BZkqS1PD9iI5fI0nS68Dr4Kkyfe4iPPdsNhu1tbUAOBwO/Pz8sGl1dJkyF3tjDSqdEX1oZ9xOO52G30BN1g7q8zNQKFs/NsmNISIBrX8o9RXH8cEzYmbJkiX06dPnol6v43zXo0cPYmJiSE5O5umnnuKtYwaGB9tQComKBgevbjOjVys8c3aGh+J0S2hVCnp20rd7nqRQz/W5NXck8NTWJvLsOq644gomTZrkjWbJWq1atYpNmzZRUFBAaGgoGzdu5LHHHuOuu+6iZ8+eHDx4kBMFJ9CEaYgYEIG12opSp8Qv2g/HQQdWq5VVq1YRFBSEv78/l19+OQBLly7lm2++4fPPP/dyC88dr5zpCCHUeBLOCkmSPm29u0IIEdG6PQK4eKfktoqMjGy7eNjY2IjD4aDo4DYsZfnkfvQ09oZq3A47eR8/i6Usn/Ahk6g9tpuk6xcA4BMUhS44CqEQCJXnx6mpqYn/+7//IzAw0Gvtknnm8WRkZFBQUMCtt93G9nIt5S4TqzLrqWh08rc/hHDrwCB2FDShVAi0qp//KrrdEh9lWvjmeBODBg3kpZdeYvTo0R3YGtlPde/encrKSlJTU5k1axZXX301jz76KHq9njvvvBOLxcKpk6eot9YjlAJdqI7woeFUFFbgcrk4evQoU6dO5aOPPmLz5s0AlJSUcN11113UCQe8M3pNAEuBbEmSnvvRpjXAza1/3wys/uljLzYWi4VTp07xwAMPYLFYcLlcWGqrKNu5hqDufwABJVs/Iqz/eDTGIDQGf+In3UvJ1k8wH/oWrX8oGlMQWv8wfKM9tZq+Hxkjz0L3roULF7J9+3aGDh3K1KlT6dO7N+/n+jJtaAT9Ohvo5K/B5KNEr/F8Be1ON002F2uP1lPeYAcgt8rKtvxGbnr3JMWKaIb94Q888cST/Le9ArJzZ+zYsQwfPpzrrruOG264gYyMDJYuXUpKSgozZsxg165dZGdnU1PpGf6e934eNYdrUJgUlFeU89FHH3HjjTdSU1ODWu2ZVDxz5kyefPJJ8vPzW0eyXpy8caYzBLgJGCmEONj633jgCWC0ECIXGN16+6J19OhR5s2bR0xMDHPmzKGlpQWbzYY+LA5TfA/C+44DBIbwOPziexDQtR9Vh77F3mDGfPAbJJcLW73nmpbb6aD80GYqKyv54osvvNswGQDz5s3j+eefZ9WqVbzxxhsUFhXhEireO67H5nSz40QTKgWE+nq6SneetPBRRh17T1lYn+2ZVChJoFUrmDAgkaziBmbPmSsPiz5P5OTksHr1anbu3MmGDRuYOHEiSUlJANx7771kZ2fTObYzwYOCKVxbiCnBRPm2cgLSA4hKj6LF2sLrr7/On/70J+bPn88333zDK6+8gkql4o033qC8vNzLLTx35JVDzxN79uzhwQcfpCV1InaVgaaS47hsLZ75OQoFuqAoGk5lUX1kG5FDJqP1D6Hg81eJm3g31toK6nP3Eesq4e677+bPf/7zr7+grENs376d3NxctmzZwrBhw1i4cCE3pgn2nqjjynR/Wuxubuz3812hTQ7BX78z4B8czmeffdaBkct+yXfffYdGo6Ffv37U1NTQu3dvAgICOHLkCAcOHOCpp5+i1FHKiYYT2GptWIosdLunGw25Degteiq2V5CRkUFYWBglJSVcffXVjB07lj//+c9tyetCJq8cegFol/wlCcntwicoksbiYxRveh9bXQWV+9YTM+ZWT3XpHZ/Reex06vIO0FxxCl1QJAqFAofD4b1GyE4zZMgQ4uPjiY6O5tprryUmOpo6dRRvTY1lcg//X0w4APevqeZITi7PPPMM4FmDyeVydUTosl+QlpbG/v37UavVVFZW8sgjj7Bv3z5OnDjBQw89RGlJKY4oB0qtEqWPkvjr42mpbKFyfyUWhYXExES++OILrFYrkydPZuLEifTp04e5c+eyaNEitm7d6u0mnjNy0vGyxYsX89VXX/1wDUZyodIbCUjqhyE8jtBel9Pl2tlo/cPwCYok/7PnsdaWo9SZqMs/SG3ufiwlxzHFJGO323nzzTcBcDqdv/Cqso7UpUsXsrOzUSgUDB8xgnWHSilsPPPk3Ra7m39treLF7yqxusBhiuEvf/lL2wJfZrP5ou7vvxC43W62bNlCz549effdd9m/fz9Dhw4lIyODLVu2oFKrcCgc5O/Mp6WqBUMnA7ZqG267G2O0kabKJmoVtXz8ycds2bIFk8nEXXfdRVJSEjt27MBsNnPkyBFvN/Ockacxe9m8efNQKpXcc8891NfXo3WefqZSuv0z7PVVqI2BaPxDqcnajsvumQQamDIIQ0QCwmWnuLiYhIQETpw4wSOPPMLbb7992nPJOkZjYyMTJkzg4YcfZsSIEXz44YesWLGC+Ph4uiZ14auiJqanNrd7jNMl8c7eatKjdNidEjvLNTiFmuPHcykuLiYjI4MZM2Z4qUWy77lcLtauXUuvXr04ceIEixcvZtmyZWzZsoXQ0FCyj2bjO9CX8OBwao/WEj74h6kLAakB2BvsNB5txFJsYerUqfzlL3/hX//6FzabDYfDgY+PD8OHD/deA88x+UzHSxwOB6WlpahUKoQQzJkzB5PJhHB4lp2uzz+ItdZzMTEofRihfcbgF9+DsN5j0AV3InzgJOIn/pWArv1prjzF8U9fIDY21lNqv7hYrkzgZVu3bqVTp06sXLkS8IwqXL58OdOnT2fEyFG8s6OUKkv7bjKlwrP0QZcQLX2i9Wwu9SG2cwwjRozA19eXrKws+SznPKBWq2loaECj8ZQh0ul03HXXXQwdOpQvv/wSvzg/Cg8XUri2kNABoRx/5zhlW8uwlFvIfS8Xta8a81EzhbZCunTpgsViYdq0aeTm5nLDDTcwfvz4i3ppA3kggZccOXKE1atXs3DhQsBzyh4aGoo2JJbwCffSVHKc4u/ep+v1ixCtk0Gbio/jExSJ2+VA5eOLQqUma+kcOo2aiqq+jFBrEStWrKC2tpadO3dy5513erOJsp+RkZHB9OnTiXIXc2NPPYPi2hf4/PRQHRqNhpUlUcyYMYOSkhLKy8vbruvIvG/WrFmoVCpUKhU333wzVVVV3H333ZwsPonL5MJSZMEv2Y+WkhZ6zuuJrcaG0+ok971cei/sjaXYQnN5M6oSFaf2nEKr1bJ06VKGDx/etoroheyXBhLI3WtekpaWRlpaGldccQUhISEsWbKElJQU9h44SEB9JVr/ULre8Hcq9q0jvP8fAbA3mNGYgnC7HDgBjW8AEZdNoT73AIldktDiQ2ZmJgsXLmTXrl3ebaAMALvdftqcqR49emAy+uKvDqNP9OmDAnaftBAbbaKlpYVRo0YRGhpKQ0MDjz32GA899FBHhS77BdHR0eTl5XHZZZcxefJkDAYDwlcQMjoEXaSO4g3FBPcOpqi8CIDyXeWY95qJGhXF4WcPE9AtgOix0TQENqDMUhJo8ixb/dlnn1FYWMi///1vUlNTfyWKC5PcveZlQ4cOpaqqisDAQCZPnkxqcldOfvk6J9e9SUNhNhr/EBqLcgAITB2MxhREU9ExrOYSCr95B9+IeEyx6TSezCQ5OZnx48eTkZGBVqv1cstkAHPnzmXv3r3t7lMoFPgHBLL5WC0nak6/hvd/EyPJazJgt9sJDfWUIDQYDHIVgvPEsWPHyMjIwG6388ijj1BUVERjYCOGaw2EDQnDJ9iHmD/GENovFLfTjaXUgrPBSXDfYFw2FxEjIug8sTMKtYLSTaVoo7QUlhTS0NzA5s2bKSoqYtu2bd5u5jkjJx0vmz9/flvZi9raWhx2Gy5rIwqVmqJv3kap9sFSmtv+QUKg0PiAELjsNhpOHKK6+AT9+vZl//795OXleaElsjOZP38+jz32GD8tTrtw4UJiOsdSZj394KDBoaDC7sOECRPYtGkTAEqlst3SyDLvyMvLY/Xq1Zw8ddKzPEGjGb8BftS21FL8bTG2Oht5K/IoXFfIjnt3oAnQULS2CHu9ncaCRmqzajHvNVN/vB5ns5OI4RGYuprQhmip09ZhrjdTVFTE008/zZw5c9i1a9dFdx1P7l7zoqNHj1JeXs7IkSNxOp1IkkRwSAi+KZfRHJpG5YGvcTbVYa0uw1JWgNpgQmMKIjj9DwD4RiZSsWctndP60nSgnIEDB1JSUtJWVkPmXTNnzqRz584sWLCAkJCQdtu6d+9OU2Mj/9pSyYipnrOZrLIWNmQ30KdrNACjRo2ic+fOnm1ZWdTU1HDZZZd1bCMucZIkUVBQwM6dO9mydQvZR7MRKkFmfiZWhRVTgomyXWWoDCpC+obgaHSQODWR7NeyQQl+CX5UH6pG7avG2eIkqHcQ9cfqyXo1i+C+weAGa5WVlqoW3A43Af0DcDW58An1Yfeh3ezatYvwiHBGDB/BoEGDSEtLu+DXTrqwo7/AabVa9HpPVeH8/HyEEAwcMJAd+zKwx/QnrN9Y3A47AamDsZTkYinzXNMBKN3+KRGD/4QuNBpN/Sl69OyJ3W4nLy+PESNGeLNZMjyTONPT05k2bdoZt2s0GlK7pVJ4/If5VMlhPkT6qXk/X01ggD8jRoxoWGMhYgAADU9JREFUq7OmUqlQq9WUlJQQEhIi19Y7h2w2GwcOHGDnzp1s274Nc5VnZV8RIHD3cCPFSph2mKj7og5VqYrQgaFo/bWYD5iR3BLNxc1oTBqIAoVagb3ejs1sQxWgIjg9GJvZhrPBiX9Xfyp2VBA+JBx7vZ3yneWYM8xEDI7ANNqE0+1ElAjKC8pZ+Z+VfPDBB+gNegYOGMigQYMYMGAA/v7+Xn63/ndy0vGihISEtkl/Xbt25dFHH+W7775j+/ZtKOtLwD8apUYHgDHGM4TSVl9Fc3kBvlFJCKHALzwW1aHdjLv2Nh588EEWLVrktfbIftCrV69frZM2adKfePnlYqqtdQT5SCgVAn+diux6DX2H9m1X2LNr164APPnkk4wdO5YePXqc0/gvJc3NzWRlZZGZmcmhw4c4cuQIDrsDoRK4Q91IfSSkCAl0PzxGsktIdommk024LC6czU5cVhdhg8PQGDWUbCzBEGXwjGJL9EOpVVKbU0vFjgpCeoUQmB5IS1UL1morxZuKcTY5cbvcKJQKKvdUEtIvBG2AFilawhXtAgdQAU1lTXy781s2bdqEEILELon06N6D7t27k5aWRnBwsNfex/+WnHTOA1u3bqV79+4sWbKE6dOnY/Lzx1mZTb2lBZfdil9c97Z9FWotaoM/vp089ZnseTs4lZ1NYmIi69ev91YTZD+RmJj4i9ubm5vbEsexOhWDwz0DCkqaBHVWzwi3pUuXYjKZuPbaa9seN3fu3HMX9CWiqqqKzMxMMjMzOXjoICfyT3jKUAkQ/gJXZxdSuAQhwM+s+q7yVaEOVOMT5ENzcTNhw8Mo31hOwScFJN2chM1sI6B7APXH6pEcEkIl0PhrUGgUlH5XiiRJWIotGKIMuGwuEKDx1YCAgJQAtAE/udanBjqB1EnCKTmhFkSZINecS96qPD7++GMAwiPC25JQeno6nTt3Pu+qkstJ5zwwf/58Vq5cyZ49e7jmmmuYdOVEli1fjjagK+bCbBxNtQSnD8NaW05N1g4ih072PNDtJMBupue4ce1qrm3cuJFevXrJa+qcB6qrq88472LBggXccsst6Hy05NZZ25LOnStP4tfZ84MRGemppyf77RwOB7m5uWRlZZGVlcXhzMM/dJepBFKghDvFjRQsQSCeH/dfe06Lg1OrT6E2qvFP9vecnWypBAFKHyW1R2vRBGio3l9NUPcgUIHVbKU+p57qI9UolArUvmqEWuB2uHG2OFFqlBiTjGh8NVQfqsb/mD8BXQPOHIAAAkEKlHDhAjdQB8IsKDOXUbm5kg0bNgBg8DWQ1s0zPaNbt26kpKRgMBjOynv7W8lJ5zywbNkyPvnkE2688UZSUlLIy8sjLzeXUJ9wwvpPIO+jJwlKuwytXyjBPYa3Pa7sq6Vom0p57qn/o0+fPm33v/zyy0ydOpWrr77aC62Rfc9ut3P77bfz6aefnrbthRdeAKBrcjInCg4AngoS116WzI5qPZ07d0ap/JnDbNnP+r5uWVZWFkeOHOHY8WM4HZ7rZgqDAmeAE3rgSTL+/Kbxu0qtEqVOiX+qPzVHarAUWsAFpq4mLMUWGk81Yog20FzWTPXBahwWT+FPQ2cDSNB0oglblQ3hK7DV24i7Ko689/Ko2llFYFogNrON8i3lP590fkpBWxKSkiTckhuaPEmosbqRPTl72L17NwBCCGI6x9A9vTupqamkpaURExPToWdDctI5DyQlJbUrZ96lSxemTJnCuvUbkDp1p8uUeQih8JyCGwORJDfN5acINaoIDk+kd+/e7Z5PLoF/ftBoNGdMOD+WkpLK+/v38fy3ldw/IpSCRjVJSV3bJZzCwkIsFstFXRrlt7JarRw6dIi9e/eye89uTp08BYBQCiR/CXecGylIgiBw6c5SdW4JnBYn5d/9sOaN8BE0FTbhbnFjsViwCAu0FntRB6lxVDtoymsCjefxCh8F7iY3LlzkvZeHJliDvcqOy+VCckmoDL/jp1kARpCMEsSBEyfYgRoQ1YKTNScp3FDYNlUjICiAgf0H0q9fP/r27XvOByfISec8lJyczIwZM8jMzKS2phBCYtttdzTVUfrdu8QFGZi54HG++OILDhw4wD/+8Q/vBCw7jSRJtLS0MHfuXG6++Wb69m1fEeS+++7jxhtv9Fz7UahIizbhlqCoScmkn6ynUlZWRk1NjZx0WhUVFbFlyxb27NlDZmYmTqcToRS4g91I6RJSSOtZzDk6URRKgYTnGhASoAXJKnnu+96P/nTUOTxnI248P/6A2+r+4T4J7FWeDfVZ9QA4W85ylXgNEA5SuCdOt+SGRs/ZUHVFNes3rWfdunUAJCQm0L9ffwYNGkSPHj3O+lnQeZd0hBBjgRfx/C/zpiRJF/UKogcOHGDv3r2n1Unr1q0bSUld+fq7LfjF9EJt8GvbpjEGEhoSClILo0ePZuPGjW2j4GTnh0OHDvHee+/xwAMPEBERcdr2F198EYCCggKEEOgMJiqandhdpw9CGDBgQIfEfL5rbm5m2bJlfPzxx7jdbs9F/3gXUpgEwXTYr1l1ZjWS7UdZxfYrD/i5E6xfmPPZXNz88xvPBgGYQDJJEM8PgxMqBPkV+eT/J58PPviAgQMHMnPmTCIjI8/aS59XSUcIoQRewbNcdTGwVwixRpKko96N7Nzp0qXLGU9nhRBcffVkjh8/RovLghtP0nHZmlEJiXBfJddNuQ2tVsv48eM7OmzZr+jZsyc9e/bk2WefZcyYMaSnp59xv06dOqFUKiixKNC2dqnFxsZ2YKQXhp07d/LkU09SU12DO96NlNp+CHNH6ogKAW5FB1ch+PHghBTPEG1xQrB7325u+stNTLtt2llbkfi8SjpAfyBPkqQTAEKIlcAk4KJNOkajEaPReMZtI0eO5MUlSyD3G4RKi8NuJ+/YUVJS05CE4KqrrurgaGX/q1mzZv3idrVaTVRkJKWWE/i0dgd9X4VA9oM33nzDk3D6uJHivVsZv2xr2Tl/DYfZyysAq0HqKuEMcyJtlHjt9deYMGHCr849+2+cb0knCij60e1i4JLtW9BqtcyZPbtt5AkAV4wEPBNLO3Xq5KXIZGeThGBTdjU7FC58AqPaqlScyYIFC5gxYwbR0dEdGKH3/f2hv3P/A/dTk1mDy+KZ1+Itor4DXlwCccT782uUpUoUCgX/+Ps/zkrCgfMv6ZzpXW53WCOEuAO4AyAmJqYjYvKqkSNHMnLkSG+HITuHxo0bR8GJE7glieG/UsJo+vTpZ7V//UIRGxvLv//1b+bNn8eJYye8Gku3+G7sMe/hXK5F1qlTJ5Q53h8yb/Iz8cgzj5w2Qvb3OK8WcRNCDAIeliTpitbb8wEkSfrnmfa/kBdxk8lksovVLy3idr5Nd94LdBFCxAkhNMD1wBovxySTyWSys+S86l6TJMkphPgbsAHPkOllkiRleTksmUwmk50l51XSAZAkaS2w1ttxyGQymezsO9+612QymUx2EZOTjkwmk8k6jJx0ZDKZTNZh5KQjk8lksg4jJx2ZTCaTdZjzanLo/0oIUQWc8nYcHSgYMHs7CNk5I3++F69L7bPtLElSyJk2XNBJ51IjhNj3c7N8ZRc++fO9eMmf7Q/k7jWZTCaTdRg56chkMpmsw8hJ58LyurcDkJ1T8ud78ZI/21byNR2ZTCaTdRj5TEcmk8lkHUZOOhcIIcRYIcQxIUSeEGKet+OR/XZCiGghxLdCiGwhRJYQ4r6fbH9QCCEJIYK9FaPstxNC+AshPhZC5LR+xoOEEIFCiK+FELmt/wZ4O05vkZPOBUAIoQReAcYBqcANQohU70Yl+x2cwCxJklKAgcBfv/88hRDRwGig0IvxyX6fF4H1kiQlAz2AbGAesFGSpC7AxtbblyQ56VwY+gN5kiSdkCTJDqwEJnk5JtlvJElSmSRJB1r/bsTzoxTVuvl5YA4/WaZddmEQQpiAPwBLASRJskuSVIfn+/p2625vA3/yToTeJyedC0MUUPSj28X88CMlu4AJIWKBXsBuIcSVQIkkSYe8GpTs94gHqoDlQogMIcSbQggDECZJUhl4DjqAUG8G6U1y0rkwiDPcJx8JX+CEEL7AJ8BMPF1uC4G/ezUo2e+lAnoD/5IkqRdg4RLuSjsTOelcGIqB6B/d7gSUeikW2VkghFDjSTgrJEn6FEgA4oBDQoiTeD7jA0KIcO9FKfsNioFiSZJ2t97+GE8SqhBCRAC0/lvppfi8Tk46F4a9QBchRJwQQgNcD6zxckyy30gIIfD0+WdLkvQcgCRJmZIkhUqSFCtJUiyeH6/ekiSVezFU2f+o9fMqEkJ0bb1rFHAUz/f15tb7bgZWeyG884LK2wHIfp0kSU4hxN+ADYASWCZJUpaXw5L9dkOAm4BMIcTB1vsWSJK01osxyc6ee4AVrQeIJ4Bb8RzgfyiEmIZnZOK1XozPq+SKBDKZTCbrMHL3mkwmk8k6jJx0ZDKZTNZh5KQjk8lksg4jJx2ZTCaTdRg56chkMpmsw8hJRyaTyWQdRk46MplMJuswctKRyWQyWYf5f64LlL6WTNmzAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 538.128x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import scanpy as sc\n",
    "sc.pl.violin(adata, keys = ['0','24','60'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, we use UMAP to look at the cells in a low-dimensional visualization, colored by expression levels of the three markers:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "OMP: Info #271: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1483.92x288 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pp.log1p(adata)\n",
    "sc.pp.scale(adata, max_value=10)\n",
    "sc.tl.pca(adata, svd_solver='arpack')\n",
    "sc.pp.neighbors(adata, n_neighbors=10, n_pcs=10)\n",
    "sc.tl.umap(adata)\n",
    "sc.pl.umap(adata, color=['0','24','60'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here, we perform Leiden clustering in the expression space:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.tl.leiden(adata, resolution = 0.15)\n",
    "sc.pl.umap(adata, color='leiden')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, we use a dotplot to visualize the markers for each group:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING: dendrogram data not found (using key=dendrogram_leiden). Running `sc.tl.dendrogram` with default parameters. For fine tuning it is recommended to run `sc.tl.dendrogram` independently.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 698.4x180 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.tl.rank_genes_groups(adata, 'leiden', method='t-test')\n",
    "sc.pl.rank_genes_groups_dotplot(adata, groupby='leiden', vmax=5, n_genes=5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here, we plot the clustering results in the spatial domain, highlighting the spatial organization of the tissue:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.spatial(adata, color='leiden', spot_size=15)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, we compute the co-occurrence probability of the clusters, highlighting the interface with spatial analysis tools such as Squidpy: https://github.com/theislab/squidpy. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b56a5788df2f470d991ce1c50746aaf3",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/1 [00:00<?, ?/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import squidpy as sq\n",
    "sq.gr.co_occurrence(adata, cluster_key=\"leiden\")\n",
    "sq.pl.co_occurrence(\n",
    "    adata,\n",
    "    cluster_key=\"leiden\"\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "### Summary\n",
    "\n",
    "Here we demonstrate a complete `PathML` workflow for analyzing immunofluorescence images:\n",
    "\n",
    "1. Loading a raw image in TIFF format\n",
    "2. Defining a preprocessing pipeline for cell segmentation and marker quantification for each cell\n",
    "3. Integrating with other commonly used tools such as `Scanpy` for working with the quantified cell-level data:\n",
    "    - dimensionality reduction\n",
    "    - clustering\n",
    "    - co-occurence analysis\n",
    "    - visualization \n",
    "\n",
    "Full documentation of the `PathML` API is available at https://pathml.org.  \n",
    "\n",
    "Full code for this vignette is available at https://github.com/Dana-Farber-AIOS/pathml/tree/master/examples/manuscript_vignettes_stable"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "pathml",
   "language": "python",
   "name": "pathml"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
